{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"3e8dfe73-fc45-4a4b-bbb7-0ecf6c5877e8\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"9e087a20-6129-440a-b839-488091fd61e8\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1011\"}],\"center\":[{\"id\":\"1014\"},{\"id\":\"1018\"}],\"left\":[{\"id\":\"1015\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1036\"}],\"title\":{\"id\":\"1038\"},\"toolbar\":{\"id\":\"1026\"},\"x_range\":{\"id\":\"1003\"},\"x_scale\":{\"id\":\"1007\"},\"y_range\":{\"id\":\"1005\"},\"y_scale\":{\"id\":\"1009\"}},\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"HelpTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,3,4,5]},\"selected\":{\"id\":\"1044\"},\"selection_policy\":{\"id\":\"1045\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1034\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"1033\"},\"glyph\":{\"id\":\"1034\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1035\"},\"selection_glyph\":null,\"view\":{\"id\":\"1037\"}},\"id\":\"1036\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1033\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"1025\"}},\"id\":\"1021\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1016\",\"type\":\"BasicTicker\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1038\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"1041\"},\"ticker\":{\"id\":\"1016\"}},\"id\":\"1015\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"PanTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1043\"},\"ticker\":{\"id\":\"1012\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1003\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1025\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis\":{\"id\":\"1011\"},\"ticker\":null},\"id\":\"1014\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1041\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1005\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis\":{\"id\":\"1015\"},\"dimension\":1,\"ticker\":null},\"id\":\"1018\",\"type\":\"Grid\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"9e087a20-6129-440a-b839-488091fd61e8\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"3e8dfe73-fc45-4a4b-bbb7-0ecf6c5877e8\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#导入库\n",
    "from bokeh.plotting import figure,output_notebook,show\n",
    "output_notebook()\n",
    "\n",
    "#数据\n",
    "x=[1,2,3,4,5]\n",
    "y=[6,7,3,4,5]\n",
    "\n",
    "#画布，尺寸\n",
    "p = figure(plot_width=400,plot_height=400)\n",
    "p.circle(x,y,size=20,color=\"navy\",alpha=0.5)\n",
    "\n",
    "#展示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b8687e51-6102-4988-bd7f-fd3e67442901\" data-root-id=\"1101\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"7e6e04d4-b998-49e7-b2a4-65f79933b327\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1112\"}],\"center\":[{\"id\":\"1115\"},{\"id\":\"1119\"}],\"left\":[{\"id\":\"1116\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1137\"}],\"title\":{\"id\":\"1102\"},\"toolbar\":{\"id\":\"1127\"},\"x_range\":{\"id\":\"1104\"},\"x_scale\":{\"id\":\"1108\"},\"y_range\":{\"id\":\"1106\"},\"y_scale\":{\"id\":\"1110\"}},\"id\":\"1101\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"1134\"},\"glyph\":{\"id\":\"1135\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1136\"},\"selection_glyph\":null,\"view\":{\"id\":\"1138\"}},\"id\":\"1137\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1110\",\"type\":\"LinearScale\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"1153\"},\"selection_policy\":{\"id\":\"1154\"}},\"id\":\"1134\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1136\",\"type\":\"AnnularWedge\"},{\"attributes\":{},\"id\":\"1113\",\"type\":\"BasicTicker\"},{\"attributes\":{\"text\":\"annular_wedge\"},\"id\":\"1102\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1106\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1154\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"1116\"},\"dimension\":1,\"ticker\":null},\"id\":\"1119\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1108\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1121\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1125\",\"type\":\"HelpTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1126\"}},\"id\":\"1122\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1150\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1123\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1124\",\"type\":\"ResetTool\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1135\",\"type\":\"AnnularWedge\"},{\"attributes\":{\"formatter\":{\"id\":\"1150\"},\"ticker\":{\"id\":\"1117\"}},\"id\":\"1116\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1126\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1117\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1112\"},\"ticker\":null},\"id\":\"1115\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1104\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1120\"},{\"id\":\"1121\"},{\"id\":\"1122\"},{\"id\":\"1123\"},{\"id\":\"1124\"},{\"id\":\"1125\"}]},\"id\":\"1127\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"1134\"}},\"id\":\"1138\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1120\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1153\",\"type\":\"Selection\"},{\"attributes\":{\"formatter\":{\"id\":\"1152\"},\"ticker\":{\"id\":\"1113\"}},\"id\":\"1112\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1152\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"1101\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"7e6e04d4-b998-49e7-b2a4-65f79933b327\",\"root_ids\":[\"1101\"],\"roots\":{\"1101\":\"b8687e51-6102-4988-bd7f-fd3e67442901\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1101"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基本图源绘制\n",
    "import numpy as np\n",
    "\n",
    "#数据\n",
    "N = 9\n",
    "x=np.linspace(-2,2,N)\n",
    "y=x**2\n",
    "sizes = np.linspace(10, 20, N)\n",
    "xpts = np.array([-.09, -.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])\n",
    "\n",
    "#画布\n",
    "p = figure(title=\"annular_wedge\",plot_width=400,plot_height=400)\n",
    "\n",
    "#绘制\n",
    "p.annular_wedge(x, y, 10, 20, 0.6, 4.1, color=\"#8888ee\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "\n",
    "#显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"8f9bf296-5889-4120-8bbe-7fd8fcb6f379\" data-root-id=\"1301\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"64268f4f-6dd7-4e29-9a57-8871c21387ff\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1300\"},{\"id\":\"1298\"}]},\"id\":\"1301\",\"type\":\"Column\"},{\"attributes\":{\"text\":\"annular_wedge\"},\"id\":\"1205\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1258\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1213\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"1291\"},\"ticker\":{\"id\":\"1258\"}},\"id\":\"1257\",\"type\":\"LinearAxis\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1261\"},{\"id\":\"1262\"},{\"id\":\"1263\"},{\"id\":\"1264\"},{\"id\":\"1265\"},{\"id\":\"1266\"}]},\"id\":\"1268\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1207\",\"type\":\"DataRange1d\"},{\"attributes\":{\"toolbar\":{\"id\":\"1299\"},\"toolbar_location\":\"above\"},\"id\":\"1300\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"below\":[{\"id\":\"1215\"}],\"center\":[{\"id\":\"1218\"},{\"id\":\"1222\"}],\"left\":[{\"id\":\"1219\"}],\"plot_height\":250,\"plot_width\":250,\"renderers\":[{\"id\":\"1240\"}],\"title\":{\"id\":\"1205\"},\"toolbar\":{\"id\":\"1230\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1207\"},\"x_scale\":{\"id\":\"1211\"},\"y_range\":{\"id\":\"1209\"},\"y_scale\":{\"id\":\"1213\"}},\"id\":\"1204\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1223\"},{\"id\":\"1224\"},{\"id\":\"1225\"},{\"id\":\"1226\"},{\"id\":\"1227\"},{\"id\":\"1228\"}]},\"id\":\"1230\",\"type\":\"Toolbar\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1229\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"formatter\":{\"id\":\"1282\"},\"ticker\":{\"id\":\"1220\"}},\"id\":\"1219\",\"type\":\"LinearAxis\"},{\"attributes\":{\"text\":\"annulus\"},\"id\":\"1243\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1209\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1265\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1223\",\"type\":\"PanTool\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1239\",\"type\":\"AnnularWedge\"},{\"attributes\":{\"data_source\":{\"id\":\"1275\"},\"glyph\":{\"id\":\"1276\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1277\"},\"selection_glyph\":null,\"view\":{\"id\":\"1279\"}},\"id\":\"1278\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis\":{\"id\":\"1215\"},\"ticker\":null},\"id\":\"1218\",\"type\":\"Grid\"},{\"attributes\":{\"fill_color\":{\"value\":\"#7FC97F\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#7FC97F\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1276\",\"type\":\"Annulus\"},{\"attributes\":{},\"id\":\"1216\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1286\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1226\",\"type\":\"SaveTool\"},{\"attributes\":{\"source\":{\"id\":\"1237\"}},\"id\":\"1241\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1285\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1249\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1224\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"axis\":{\"id\":\"1253\"},\"ticker\":null},\"id\":\"1256\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1251\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1228\",\"type\":\"HelpTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1229\"}},\"id\":\"1225\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"toolbars\":[{\"id\":\"1230\"},{\"id\":\"1268\"}],\"tools\":[{\"id\":\"1223\"},{\"id\":\"1224\"},{\"id\":\"1225\"},{\"id\":\"1226\"},{\"id\":\"1227\"},{\"id\":\"1228\"},{\"id\":\"1261\"},{\"id\":\"1262\"},{\"id\":\"1263\"},{\"id\":\"1264\"},{\"id\":\"1265\"},{\"id\":\"1266\"}]},\"id\":\"1299\",\"type\":\"ProxyToolbar\"},{\"attributes\":{},\"id\":\"1220\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1275\"}},\"id\":\"1279\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1262\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#7FC97F\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#7FC97F\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1277\",\"type\":\"Annulus\"},{\"attributes\":{},\"id\":\"1266\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1227\",\"type\":\"ResetTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1267\"}},\"id\":\"1263\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1254\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"1293\"},\"ticker\":{\"id\":\"1254\"}},\"id\":\"1253\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1264\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis\":{\"id\":\"1219\"},\"dimension\":1,\"ticker\":null},\"id\":\"1222\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1247\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1284\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"1284\"},\"ticker\":{\"id\":\"1216\"}},\"id\":\"1215\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1257\"},\"dimension\":1,\"ticker\":null},\"id\":\"1260\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1267\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1261\",\"type\":\"PanTool\"},{\"attributes\":{\"children\":[[{\"id\":\"1204\"},0,0],[{\"id\":\"1242\"},0,1]]},\"id\":\"1298\",\"type\":\"GridBox\"},{\"attributes\":{},\"id\":\"1245\",\"type\":\"DataRange1d\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1238\",\"type\":\"AnnularWedge\"},{\"attributes\":{},\"id\":\"1291\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1294\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1293\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"below\":[{\"id\":\"1253\"}],\"center\":[{\"id\":\"1256\"},{\"id\":\"1260\"}],\"left\":[{\"id\":\"1257\"}],\"plot_height\":250,\"plot_width\":250,\"renderers\":[{\"id\":\"1278\"}],\"title\":{\"id\":\"1243\"},\"toolbar\":{\"id\":\"1268\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1245\"},\"x_scale\":{\"id\":\"1249\"},\"y_range\":{\"id\":\"1247\"},\"y_scale\":{\"id\":\"1251\"}},\"id\":\"1242\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"1237\"},\"glyph\":{\"id\":\"1238\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1239\"},\"selection_glyph\":null,\"view\":{\"id\":\"1241\"}},\"id\":\"1240\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1282\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"1294\"},\"selection_policy\":{\"id\":\"1295\"}},\"id\":\"1275\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1295\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"1285\"},\"selection_policy\":{\"id\":\"1286\"}},\"id\":\"1237\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1211\",\"type\":\"LinearScale\"}],\"root_ids\":[\"1301\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"64268f4f-6dd7-4e29-9a57-8871c21387ff\",\"root_ids\":[\"1301\"],\"roots\":{\"1301\":\"8f9bf296-5889-4120-8bbe-7fd8fcb6f379\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1301"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基本图源绘制\n",
    "import numpy as np\n",
    "from bokeh.layouts import gridplot\n",
    "\n",
    "# 数据\n",
    "N = 9\n",
    "x=np.linspace(-2,2,N)\n",
    "y=x**2\n",
    "sizes = np.linspace(10, 20, N)\n",
    "xpts = np.array([-.09, -.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])\n",
    "\n",
    "# 画布列表\n",
    "figures=[]\n",
    "\n",
    "# p = figure(title=\"annular_wedge\",plot_width=400,plot_height=400)\n",
    "p=figure(title=\"annular_wedge\")\n",
    "\n",
    "# 绘制\n",
    "# 1.annular_wedge\n",
    "p.annular_wedge(x, y, 10, 20, 0.6, 4.1, color=\"#8888ee\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 2.\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x, y, 10, 20,  color=\"#7FC97F\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 显示图形\n",
    "# show(p)\n",
    "\n",
    "#显示一组图形\n",
    "show(gridplot(figures,ncols=4,plot_width=250,plot_height=250))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function figure in module bokeh.plotting.figure:\n",
      "\n",
      "figure(**kwargs)\n",
      "    Create a new Figure for plotting.\n",
      "    \n",
      "    A subclass of :class:`~bokeh.models.plots.Plot` that simplifies plot\n",
      "    creation with default axes, grids, tools, etc.\n",
      "    \n",
      "    Figure objects have many glyph methods that can be used to draw\n",
      "    vectorized graphical glyphs:\n",
      "    \n",
      "    .. hlist::\n",
      "        :columns: 3\n",
      "    \n",
      "        * :func:`~bokeh.plotting.figure.Figure.annular_wedge`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.annulus`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.arc`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.asterisk`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.bezier`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_y`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.dash`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.ellipse`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.harea`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hbar`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hex`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hex_tile`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image_rgba`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image_url`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.inverted_triangle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.line`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.multi_line`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.multi_polygons`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.oval`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.patch`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.patches`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.plus`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.quad`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.quadratic`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.ray`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.rect`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.segment`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_pin`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.step`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.text`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle_pin`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.varea`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.vbar`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.wedge`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.y`\n",
      "    \n",
      "    There is a scatter function that can be parameterized by marker type:\n",
      "    \n",
      "    * :func:`~bokeh.plotting.figure.Figure.scatter`\n",
      "    \n",
      "    There are also specialized methods for stacking bars:\n",
      "    \n",
      "    * bars: :func:`~bokeh.plotting.figure.Figure.hbar_stack`, :func:`~bokeh.plotting.figure.Figure.vbar_stack`\n",
      "    * lines: :func:`~bokeh.plotting.figure.Figure.hline_stack`, :func:`~bokeh.plotting.figure.Figure.vline_stack`\n",
      "    * areas: :func:`~bokeh.plotting.figure.Figure.harea_stack`, :func:`~bokeh.plotting.figure.Figure.varea_stack`\n",
      "    \n",
      "    As well as one specialized method for making simple hexbin plots:\n",
      "    \n",
      "    * :func:`~bokeh.plotting.figure.Figure.hexbin`\n",
      "    \n",
      "    In addition to all the ``Figure`` property attributes, the following\n",
      "    options are also accepted:\n",
      "    \n",
      "    .. bokeh-options:: FigureOptions\n",
      "        :module: bokeh.plotting.figure\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(figure)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"6d570158-c6be-45fc-a1db-c8acc5d86a43\" data-root-id=\"1431\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"c1def804-4b96-4201-a431-814516ca41c1\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1440\"}],\"center\":[{\"id\":\"1443\"},{\"id\":\"1447\"}],\"left\":[{\"id\":\"1444\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1465\"},{\"id\":\"1470\"}],\"title\":{\"id\":\"1505\"},\"toolbar\":{\"id\":\"1455\"},\"x_range\":{\"id\":\"1432\"},\"x_scale\":{\"id\":\"1436\"},\"y_range\":{\"id\":\"1434\"},\"y_scale\":{\"id\":\"1438\"}},\"id\":\"1431\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"1467\"},\"glyph\":{\"id\":\"1468\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1469\"},\"selection_glyph\":null,\"view\":{\"id\":\"1471\"}},\"id\":\"1470\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1441\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1440\"},\"ticker\":null},\"id\":\"1443\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1510\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1513\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1438\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1448\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1454\"}},\"id\":\"1450\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1463\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1464\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1434\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"1511\"},\"selection_policy\":{\"id\":\"1512\"}},\"id\":\"1462\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1453\",\"type\":\"HelpTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1454\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1505\",\"type\":\"Title\"},{\"attributes\":{\"axis\":{\"id\":\"1444\"},\"dimension\":1,\"ticker\":null},\"id\":\"1447\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"1462\"},\"glyph\":{\"id\":\"1463\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1464\"},\"selection_glyph\":null,\"view\":{\"id\":\"1466\"}},\"id\":\"1465\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1467\"}},\"id\":\"1471\",\"type\":\"CDSView\"},{\"attributes\":{\"formatter\":{\"id\":\"1510\"},\"ticker\":{\"id\":\"1441\"}},\"id\":\"1440\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1512\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1445\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1508\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"1508\"},\"ticker\":{\"id\":\"1445\"}},\"id\":\"1444\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"1513\"},\"selection_policy\":{\"id\":\"1514\"}},\"id\":\"1467\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1511\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1469\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1462\"}},\"id\":\"1466\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1514\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1448\"},{\"id\":\"1449\"},{\"id\":\"1450\"},{\"id\":\"1451\"},{\"id\":\"1452\"},{\"id\":\"1453\"}]},\"id\":\"1455\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1449\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1436\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1451\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1468\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1452\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1432\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"1431\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"c1def804-4b96-4201-a431-814516ca41c1\",\"root_ids\":[\"1431\"],\"roots\":{\"1431\":\"6d570158-c6be-45fc-a1db-c8acc5d86a43\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1431"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据\n",
    "x = [1,2,3,4,5]\n",
    "y = [6,7,2,4,5]\n",
    "# 画布：尺寸\n",
    "p = figure(plot_width=400,plot_height=400)\n",
    "# 画图\n",
    "p.scatter(x,y,\n",
    "         size = 20,  # screen units 显示器像素单位\n",
    "#         radius=1, # data-space units 坐标轴单位\n",
    "         marker='circle',color=\"navy\",alpha=0.5)\n",
    "p.circle(x,y,size=20,color=\"navy\",alpha=0.5)\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"e6935d6f-be71-4689-bea5-0b5c23bb34bf\" data-root-id=\"1582\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"d36a2ba0-4813-421f-a4b1-13b91a873810\":{\"roots\":{\"references\":[{\"attributes\":{\"background_fill_color\":\"#fafafa\",\"below\":[{\"id\":\"1593\"}],\"center\":[{\"id\":\"1596\"},{\"id\":\"1600\"},{\"id\":\"1631\"}],\"left\":[{\"id\":\"1597\"}],\"renderers\":[{\"id\":\"1621\"}],\"title\":{\"id\":\"1583\"},\"toolbar\":{\"id\":\"1608\"},\"x_range\":{\"id\":\"1585\"},\"x_scale\":{\"id\":\"1589\"},\"y_range\":{\"id\":\"1587\"},\"y_scale\":{\"id\":\"1591\"}},\"id\":\"1582\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1616\"}},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1616\"}},\"marker\":{\"field\":\"species\",\"transform\":{\"id\":\"1615\"}},\"size\":{\"units\":\"screen\",\"value\":12},\"x\":{\"field\":\"petal_length\"},\"y\":{\"field\":\"sepal_width\"}},\"id\":\"1620\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1605\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1598\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1604\",\"type\":\"SaveTool\"},{\"attributes\":{\"factors\":[\"setosa\",\"versicolor\",\"virginica\"],\"markers\":[\"hex\",\"circle_x\",\"triangle\"]},\"id\":\"1615\",\"type\":\"CategoricalMarkerMapper\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1601\"},{\"id\":\"1602\"},{\"id\":\"1603\"},{\"id\":\"1604\"},{\"id\":\"1605\"},{\"id\":\"1606\"}]},\"id\":\"1608\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis\":{\"id\":\"1597\"},\"dimension\":1,\"ticker\":null},\"id\":\"1600\",\"type\":\"Grid\"},{\"attributes\":{\"label\":{\"field\":\"species\"},\"renderers\":[{\"id\":\"1621\"}]},\"id\":\"1632\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1594\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"1617\"},\"glyph\":{\"id\":\"1619\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1620\"},\"selection_glyph\":null,\"view\":{\"id\":\"1622\"}},\"id\":\"1621\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"items\":[{\"id\":\"1632\"}]},\"id\":\"1631\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1629\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis_label\":\"Petal 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Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"d36a2ba0-4813-421f-a4b1-13b91a873810\",\"root_ids\":[\"1582\"],\"roots\":{\"1582\":\"e6935d6f-be71-4689-bea5-0b5c23bb34bf\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1582"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.sampledata.iris import flowers\n",
    "from bokeh.transform import factor_cmap,factor_mark\n",
    "# 鸢尾花品种及分类标记\n",
    "SPECIES = ['setosa','versicolor','virginica']\n",
    "MARKERS = ['hex','circle_x','triangle']\n",
    "# 画布\n",
    "p = figure(title = \"Iris Morphology\",background_fill_color=\"#fafafa\")\n",
    "# 绘图\n",
    "p.scatter(\"petal_length\",\"sepal_width\",source=flowers,legend= \"species\",fill_alpha=0.4,size=12,\n",
    "         marker=factor_mark('species',MARKERS,SPECIES),\n",
    "         color=factor_cmap('species','Category10_3',SPECIES))\n",
    "\n",
    "# 其他\n",
    "p.xaxis.axis_label = 'Petal Length'\n",
    "p.yaxis.axis_label = 'Petal Length'\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1.fill_alpha:填充的透明度\n",
    "# 2.line_alpha:轮廓线的透明度，默认不透明"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"7b14ea93-b172-4412-b580-a1bba40e1715\" data-root-id=\"1733\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"1889\"},\"selection_policy\":{\"id\":\"1890\"}},\"id\":\"1777\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"overlay\":{\"id\":\"1762\"}},\"id\":\"1754\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1761\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1738\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1753\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1750\"},{\"id\":\"1751\"},{\"id\":\"1752\"},{\"id\":\"1753\"},{\"id\":\"1754\"},{\"id\":\"1755\"},{\"id\":\"1756\"},{\"id\":\"1757\"},{\"id\":\"1758\"},{\"id\":\"1759\"},{\"id\":\"1760\"}]},\"id\":\"1765\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1743\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1888\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1778\",\"type\":\"Circle\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1762\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1755\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1751\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"1752\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1747\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1746\"},\"dimension\":1,\"ticker\":null},\"id\":\"1749\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1777\"}},\"id\":\"1781\",\"type\":\"CDSView\"},{\"attributes\":{\"formatter\":{\"id\":\"1888\"},\"ticker\":{\"id\":\"1743\"}},\"id\":\"1742\",\"type\":\"LinearAxis\"},{\"attributes\":{\"formatter\":{\"id\":\"1886\"},\"ticker\":{\"id\":\"1747\"}},\"id\":\"1746\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"1763\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1779\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"1777\"},\"glyph\":{\"id\":\"1778\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1779\"},\"selection_glyph\":null,\"view\":{\"id\":\"1781\"}},\"id\":\"1780\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"1763\"}},\"id\":\"1760\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"axis\":{\"id\":\"1742\"},\"ticker\":null},\"id\":\"1745\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null},\"id\":\"1756\",\"type\":\"TapTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1764\"}},\"id\":\"1759\",\"type\":\"PolySelectTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1883\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"1764\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"1889\",\"type\":\"Selection\"}],\"root_ids\":[\"1733\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"cea7f82f-0054-4c56-850a-2fdf7cea6b8f\",\"root_ids\":[\"1733\"],\"roots\":{\"1733\":\"7b14ea93-b172-4412-b580-a1bba40e1715\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1733"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"f0178fe4-58ab-4f2f-8c9a-d456d68ef375\" data-root-id=\"1782\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"7db65bac-43ba-41c4-abc2-7f313d3bf08e\",\"root_ids\":[\"1782\"],\"roots\":{\"1782\":\"f0178fe4-58ab-4f2f-8c9a-d456d68ef375\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1782"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"c886870a-8134-43ab-9544-d65d9f7f7905\" data-root-id=\"2144\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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O6NdM9z9F/Csl6QvlP0AenzD8qck/fgYkOE3E8T9HbRwzZUzyPzsuix4FfdY/Hhn0Dq5J9T9PeyRZSI3yP5NopHKlO9U/yi0p7oSu6j9uqjYzyBbaP3zmjGD3kfA/31vWIpKs6j/q8AhnOY7pPyw/Fz5EVLk/peFXahN79z/5HI6xY8TVP+HyVr9blu0/+GbQml+7rT/xzNOqtwrmPwlqEsD5Ue0/kMgmrf1Yrz8Y/Ao80TzsP2JYuD+kkdE/VaYIG63e1T8SXxWaTBLdPxJJYj9QFuE/gCKeNbInwz/Ep1qcx8/NPya3oYPJ8+A/ADNcTHUAWD9qsYn0pADsP0guChY5kPQ//X9EeCUD0z/gVR0UDxW9PzjH2Gi1mKk/oOoP7jaS7z8F83ur2xvwP9w7gehma/U/06N3G6SG1j/Guz+2ifzDP3MIPyNBp/Q/6xeMD05U9D+qurtQKLH2P1rx5lJ9s8A/suEvcYkdyD+vbF0aCHTtP2HkTxYx9vY/GCCFtdXE8D8SMXX8wjTHP5DGEhdtVOQ/uAo3SWqj4j9AdEW8tXCRP3Kyi+FdE+U/ynY7zsxE9j8n592oqYDpP7SYt/0xnsI/gCUEhKLlqT8aH1o7W2PxP7ga2JPYdKk/8KWhqxu96z8ccMgP40HxP8APzkdEGvE/tHRnXKlC6T8IDeDKEXjfP62teGmtAOs/QAIwk9+okT88xTxoIGDsPyes5fwrCfc/uGj4auAa8D9H4m9OSH/kP0Kmbw1CDek/wekd3LXX8j8mwDHr7eDCP6LX9ZLbweg/0JgdAPGn5T+i6jCSaJ/sP+TeeF9a/PA/0hDLdv23wz9fw5u42oTwP7RcwfiZAuQ/3Dt8NLlR1z8o9oxtghSqP5pOS9fgkuY/ukteh/Cy7z/A+F4MbZqWPw9t90NGMvQ/iDS9hf036D9AoFWr7+PhP3RlCIOqB9A/5Mkc7sU07j91Gy2+W4TQPzTvqas0cuo/Ppy3bEYE7T/GqziUuVbvP/JpR3waBeY/99yB1+tq2D/gljKBX2fuPxdrFqjsuvU/gHQMb6Hr8D/cEjqCE3HsP3uuPBytY+I/luge/8Z18D+8HEH51fa2Pxs+Xf4nPfA/6c4rICG+7D9M1f1yREL1P7xUxehLsLQ/ILbg753C9z+KeFwK4UjoPxGC687t7Pc/VkY6V4Rp5j/BcuMGUp7eP3jy6qJ7lbo/9J14yal1tT9yfcnROmvjP9clCRv7tO8/UQBl2wrQ8D/m1xAvnD3jPyJ1oUnLdew/rMGSjFEF7D+paiROAuL2P+aj4s7LpOU/qDgnCr4Guj9Kw8rX05DkP6B257X7gtI/QhK6/sn59j+IKuFXpLXvPyVz/cGcN9w/8L4+pO1k4T+u8X5IVhThPwZGR8ctdMs/hHqj2GzY6D/rQuCqIlPTPzi+JMK+AuI/oJy7BDCS9z8B5FMwdDTSP6KPLozY+fQ/ThCc1ZxC8z864IldN2rxP9SQy/AUY+8/R+pyyF8X0D8JYIg+uI/wPzy2BGIyIuw/UWFOWwA91T+MCfp2Ily9Py5VHVMyFeo/YlVP1Dm7xD9aa832nWzHPxClKFYABJw/ARBdEVVb8D+k/Ozs2Ib2P0z0KZxqRrU/x/09WFVd8z/A51GYgBm/P2G+252JruY/4DG62pTisT/6fipallzzP4SmYE00AOs/o7Ez2gN+9T+s+nWarabvPxOx6BCQZPI/ntA5l9h15z9rCPWLVpjTP/rjGSJCN8s/oqymga+i8j8jsVw/MfTVP0bh94pxW+M/UFNytuR49j/IUeqKHP/rP53v3fzy59Q/q1mdHBub3j8TPEo8YDP0P92VlxpsAvI/giKTUfgg9z/B0khn+fHxP/kwZHbd9tQ/xDo1NbEv8j/yhkKksYDxPwz3gApu1M8/ry7vOfjY6z+cKPeqj5myP7AGzT8LVuI/wG+AS4Jkxz8cj2K6iaToP7RRLMRTAeU/yj/F0z009z/Gr7qfQLj0P3IurcGC9vc/Pcb6YbFO8z+2cVNEKGnxP7Ae5lHamdI/uAwhq+/R3D/kdLrinn/0P9sTnlX3aPI/salGmEWx6j/HNb4q/EruP+S/o7YxPOI/LAeLxS16wD8++3XN6mHbP31Q3Z7cn9I/YnWkhvAc8z+OH5hJocHoP1ze6CvueOU/PAxVbvjx7D/7LK7ORlv0P4z7ycb43fA/nKz+M/DK4D9EebsQMZTyP61bf6NbN+c/Cu+AjVeRxT8oRTCgMLzHP5w2ab9OX8c/gMip7jvuqz+K/a20T1H1P766laOoGPU/JqjKeP8V8z/QyQMDlQi2P2Xy2ULImuM/JuIkRD1D9T82tgE1yV/zPzcR2O0j2fY/I8n8bRaV2D+eNxToJ9jtPzaX9+u+NOA/rlg6CoMJ9D/wMg8KWKzhP7Jdi8lbmOg/Qs/ApRe97j/V9s9VQ9L2P9YVLCABr/I/bArYgYvH4T9eMXWCzMPsP6Ql3m+Tc+0/WiT6redU6D9DOuf8LiLkP0QuKltRsbQ/ksUNiFpr2T9JhiHFIJDkP4G98Oonyu0/wAbBl+Vq9z/oTHiue1rnP6VZXwmmF/Q/TiqJulTX5j+qBoSgn/7AP+Wb09kj7uw/2B7p8J/MsD8kCUmqZZjxP2ZZkKqteO8/PhrAs0id9D++cyh9XpTmP+pWujqkR8Q/wq83EhiT6T8QVmcGgEGsP10K5FEK4dw/6csli4in2D/kJg88aOjrP/AMa4SZcs8/Xh1ZYxu1zj/4YhJHlfLhP0PF/dEsjNo/Rhii2prL5z/SwZ80fjzjP1LdY/tu2OQ/7h4RWnkV4j/Af5M6cK7nPyQiesgzq78/bTYvBTRq6j+tGP4QepfzP5H3ViTBuPM/hwqnIQNR0j8dQ1vBIfPgP6JZfaMRDOE/cKsV0qZ47T8I/Uo3lGXgPyp2saTMRNA/0qYGF8i+9j9KyoN8dqnkPzVcbYoPiN4/y8E3qyH66T9QVc74UmrkP6higAqUnO0/dljB5Znt5z9eez3T10/xP5C+DKRcK+U/KhkKHykT7D875h3FMbX3P7akOc00CO8/jaxb7o5t7D+ISzPJdFTgP2a6Byh80PY/qON2fdnD8z/WMo5dy/31P3K/DhV+Fvc/3F9NUkutvD/UvHIqcHPzP041YPTXkOU/0knnUr724j9gCXuPhOWFPx1Ot9bFKd0/CHTK0Hyt9j8nY9sKQV7zPz+azBwoads/3REjaUhR0j/Y0DfoH5HWP1MulIZvp/I/LQUBwEJ16z/bw46VlYHzP2WI71fXovY/NAjwsH1E2z9MHRgEcKm4P3op2DClBuI/QI0qDF9c9D+Pk8w1MfDmP2DUmJSNYdI/cS4ca6g73z8Qgx7fd5mVP9STwGltbOI/qhVjqu7c4j/HU3pVh2noPz1tXykLseM/4igiytwt9T9Ea3Ah0zLyP5DVuwpx7eI/5jE9BsSK6z9c/nxcSIq9P1YrCKzFJe0/gG1IHx9S7j+ydZcOC+LdPxKo+jLR9PY/FOtb/4JbxT9Llxfv87/yPwSNkddP4fc/4oqmJL+T8j+cNrFrKQvjP6RZHiCYxuE/ZlB8D6Id6z/ZkfFAfMHoP2o2WCXJie0/d3BpteLg8T/++3yT2rnnPzCNE/qsvdU/T4NV7h548z8uNo5d58fhP9IkZAUGbM4/B45yG9uM8z+dj9GIVQvbP9gjrTeYC+8/oUvn45zp7j9Zly+gAhneP6C2TJ+wgpc/jDanyIDovj9+zH7+FSHAP6YwW9Xah8c/hv6yncZO8z/QfXfqqK3BP0RvGN5rBfc/z5GPjCWZ6z8gwNASMeOePxuDqPLnivE/LtqC9iqG8j8FdZSvsqzSP49JIGAfsNA/5F9FscLD6j+ACC2GWHmAP7+N5Vu1CPA/fNzgx9BZ7T/4ssnXBMvgP0wVH/mg57I/lFZdmquM5D98w4xbBeDlPyr+LMiWy8M/3U9Er1KJ8T8nt4u9voXlP2QAimGmTMo/aBc9ENxswT+4mVeKBVm5PxzMeRjxU7w/xFp2xfg49D+Axj4SoYHeP8MkpVxhONM/hAsGSkPZ2z/fg8Ulb73yP8o7YUKmifc/2Y7o4sX+8j9cuehc4ujhP5rLT2fuUPc/Pjo7ktLd5T99EFV8A1/tP26okyw+WdA/iNt0yj8yuD+gEKgm53XaPxttCq46J9I/IOBSDJND9T+C2qvlWBTEP7e4E/9PWfc/BGWxtXQk9D8KvRQ2xFnFP4CJ+QfWJbc/Vtk+q1Qn0D9S7I2GBOHxP1TTrQyrTck/156i+iBq8T+eg7Q0x7PiP6qu4U20TOc/IGdQ6RgC7z/27ClE6JL0P3w49hUat7w/aWQ6jAyM9j/QXLT1qZyiP+jiOSgk1bg/2bYcatFm8D+qLnEtDpHpPyQO61GYwPQ/QR7pto5W8j+sddimadrNP8B1w8+pTsE/pu2+POYC8D8HtwsnVAX2Pzjr1FXggO4/oDLUrIMZlT+itwQuRF3xPwZftcaGsPU/RUz1gYPR8D/kPmRKkna8P3ScD30jIbg/REHKts8Nzz8IEdtNpZ+uP1T1j7O4SLc/BPoKpesY7z/YMA9tMmLzPyJyhAj2SNU/LEY57ICr5D8bpUrjj/jvP2wiJ3YQTPY/OHUEhyefuz9EwVCW9iruP05AL1CdOuk/fvXtHGu67j9i85/Mih7nPxDSqC3Veew/TpM0XYOm8T+s9fhw0HPfP1bEvDbehus/HDRVp+zk7z/yhZ9lcNzlPyf5F5Y4v+s/KAq6wKU25D9uIaHi5m/yP/9KsFp1k9E/BFna50U/6T8AaEX+4TbiP+HUo7yUTPY/clJIySjc3j9axT7Ket3LP9fC4q75RdY/jNUVB7+r0z9SNvLuOwzuP7f3Ux0yQOk/PWy9aDJn7j/pcwWwIaL2P1CD3H0OEsI/21Z61Dt11j+8z7Vpj0LjPwKa5rGmEOY/LGtz98WK9z+iRwL+wOHOP7aWL9whte8/RQZGjn/T5D+Kj2hPOSzoP/yOLFurdvI/tEeXzwP49j9MI2F55hvuPz9BSmW7buU/DmCyhol07j8jmJUoOcTcP2SxAZbI9tE/+AjWr7ew8j8vMDWpgtHsP7b7Ftzh0OI/3IOTmGcT7T8w8eDBPAXCPxAViRoVdOg/0lb23w8Q0T+v3H1PE2n1P5jtimxwGeA/RGqAVH273z+Oz/JmVbDwP+qWHLNeX/Q/4ORsFkcTmz/66hIk3VzWP7q913uHnOE/AALHdc+MUD/gLzM8n8fDP5M0tXY+nPU/UHJXkskipj/FIHFxPw/3P5IAAmvkJPE/YEhTj/fUzT9Wk4eAoz3SP9YuZE2kyPQ/mMajXkYg9j86Kugz05XmP+LxzFXksfc/hoHunyG03j9E6olvlGPmP+JsKgzy4Og/GenRXGas3D9J6yRaqvf3P84PZxfyDPI/FJHMiUZzyj+GYAQO5G7HP7ulMCkHPfA/+TZDcDL69T8H5H4WULTnP6eOUz2TrNc/pC4OnjhS7D+4bD4OlrfQP7Zf+MFSZ/c/gPxa74ED8T/dr8mLi230P0FmnN6419Y/mf8gWCxx9T9YOkw2WzLkPwEldKaB7vE/pMQ0oXie3D/SxWdAPonQPwU4801P7fU/romTfW/z3T9wCK9BO3y4P3zVVK4/hss/yIjOkmX/8z/4K1Mi0/q8P1zItPKYA7M/Y/8IifGS5z+NUUM1iff1P0wPlGqLfMA/5lqNqX2l8z/FQMt4QwT2P0M6KUsGeeM/3Q8YY2dq9j+XyoCyrV/1P/aOQEnHZOA/n5wR0YTG6j/YweD+BVf1P6Xxr8XUJPY/2r2PcrsfxT9wbptbZSf0P3Ukiqy1atI/QEkjwaAm4T+sEfS0adzxPyB4sR3sZJo/Adzl6P924D+aWc8vAcLjP2a5xIJLgeU/NhgoSglR9z86WjkQC8HiP9yFkmhFLOQ/NVtdDVcP1z9dDqcgBR/zPwuxhT1XbOQ/1ARKW1Hn5z+aqwtWvsTBP4yX8fNZ7uQ/Hapnsetl0D/IACD/m6vFP6qBVc7C7Ok/SKZP1XMR9z8luwfTfsr2P2BhAop+QPI/I0GpB6xf6D/uKeersxz3P/pp9w8xJfc/AgvWj9B35j+YuS+qKQH3PxrwC51vN/Y/D72mphzp8D/81l80NFTuP8Ke7+fWBNY/yq28iSdY9D+onmYjYya4P5jPOEwazdY/sDnyjLYo4j+BpQFE9FbzPwhjww/Ph+U/NR7xRrjB2z8AgMoFAI4uP9CPbHxMusY/AmPcvW5Fxj8yIq84qjT0PwDcTrVmc0I/NjuRZd+J5D8K5nRBZrHKP5mku0yjpug/tjvaoXuC2D+pkfygecrgPwU5WDfsKdk/8AqPKjt2kj/pIg+JcPf2P32raykUlvU/f8Rujtin9D9YTRnIHA3cP8wInejbfsE/PBfZ+Eza8T/MjNFmcG32P8BLaYT+O40/QK4rdwZksD8JOps/6pzuP+0K1Bw9BO4/GhQd5n4I6D8Zud5PiTvmP/ipjwCJTe0/XnQ5dP3L5j/8D5FBSwL0P5oZsaiUOPA/spLlI9ZB2D8jMLcX4InsP2RxXdO/hfI/64Re7XqZ9D9wZvVTdNznP76jZMEI1fY/XhmEtyW+9T8ueaHHLiH2P0h+vUV4V/Q/GVEQp2fT8D8adCV93hDsP/qhtV3QpdY/XSRGEXxw5j+EnMOS5pL3PxuEvsurXvY/UFNVpoNh8T9KKErj0F3kPwCEfiAYefM/7wT9aO+P3T+ayaME8wTNP+twWD7pV+o/Ra2xjhfX5D/79LXPZvTWP5fkDGfELPA/Vs4bq0yx4z9K0VEyjf3XPxBP5tmAHp0/HDKnI8bj5z+P522Ur8DyP46RdpMuGdw/5u4MWr/RxD+4yncIx2HjP7ANwBvtZeM/ZTYcTa3O8z9YshjNd1W4PzgG+oB0ius/PuffrHN06j/wZXfVXNnyP+lxQgob3dE/OFNyAVkL9D/o8PdKRSjkP5C59H2jzJ4/umFlS1qjxz8oN/rqO6/eP7T5DLqcNOE/8QGz4wDt9D/EXAY2u43wP45GSxT9zfQ/cPyBNzhS5j9wiLvsseHJPwbv4CdLduM/3IfAZFex9z+IQrPpRmfvP9eY6sZznes/EMG37zx2yT+XjsY920T2PzyV251HWu8/5N7pt/32sj9abmVBmaTDP1Kx7mpLbO4/wLmAnlhe9j8yle+XQ8ToPxx9bC40rOc/RbH40EAt9T9cBS9iU4D2P+1MkRU8uvE/gEtRzmS8gT+ZG4OsazzwP6fUW2EI4NE/LxFpbDIW2j8kXQXt5cH3Py774fPPvt0/P/Ze2LDq7j/wa91Ef7HtP7pCSfp9g/c/MO1wmY4p5D9h/ZTOAKP3P42OPYnUpvQ/7NBOM42S8T9Smv/QO27tP8w/FdJXNOk/jlBT2sZE5T+nw6oo7xfuP378Q2LPC+k/KGxBLVFgqD9gYNpFPTWJP1g8RwQBFOg/knC7e2Ma9j9OCPKxnezUP9gGbiVFn/c/HMpXPj7p6T969d7F/5jkPxGga8FDZfM/zv2QMfx2wD8IiBJUHxfOPypktMWzEs8/iNw2WJYP8j8Go1qefHX1PzV8qq1rluU/0Ugph2UY2z+So3vI0ynDP6i6O8Erkr4/Pb2WxQGR5j/kGCyCNcnnP0Aa0b/VXfA/NEqs5hcuuz+qsgt6g0blP2oh8Y0aifE/H/qQjvxL4j86Q9XkZgvEP/aW5j8uv9Y/nkOeHpJJ9j/51aw7Ke7SP0Eom543G/Q/SabWDinm1T8A5cGHTTv0Pxv/WRUHG+4/xqkSAvZI8z+e+W1LsZzLP1RCm+EjfrQ/yCezyZwo6D8IIYEOFf7SP50F07YSE/U/W+nP9ZH+3z81qqYmMED3P1oiYmlv18M/ZKug8iDN7j/5CtT/21/sPyh6DJ5KEro/BpAozlhezD/2yJDT6NvBP3bJLcGE6PA/+DMV7TvA7D/lriTxJkb1P19EGG5u2u0/WNz75JBB6j94Xg6TAfWiPz4UitCVxd4/8i73pllo6z/xB7Jp0Ar0P0BPsYi95sk/Bwuhig/w7D+FC6SyE/fcP+3l3BbAcOo/8WGVcYMh3z/ukpscdo3XP2VKlcqT1PY/hIuguhbRzz8OFoW48O7yP6SNOuXgvuQ/fGjGC4szzj8XgmCfyob1P+6bIFSSyvE/DI3QNgAP9j+WOEFW/+znPwCmQ3tqesw/4ug352ls0j+GbPvvWIvJPyINEGU+B8M/8AE1EiEm6D96nTqTCY7MP3BzY8gNzes/WqB0h5x94j9vweh5gq7zP9otFSEmp/Y/dXB2ABf12z9A2L8LN9TxP9q/xnq81cA/W1XX2wvz6D86x1seJinxPx2IyYxmKt8/ZehQ/z9Q9T/QsV8G8jjrP4zb8hmxpPA/x1YU2rLC9D+HX31bE8L1P2Pr7/vQ8uw/RB1Kr7a3uz9RGIEHLZ/kP5hah1aAi+E/19OClbeb0D/CnGBFkJnxPyXjZ8RrlNY/c4QnGUMS9z8g1wdhuNbQP1G3LAxWutE/5p8UYXdq8T/KlA7vYqzVP0pQwOB/hcA/dwJJIJFE7T+vBRO4E6TmP8hOyKYGd+Q/c2iWMr+R8D9yhq9APn70PyDpa9cV7+8/LD56cO4n9D9ORP6m13/kP2Top1mTXug/nFtjsT3u6j8A+TfzyQLuP0zTGbj2Krc/jJyjy5vX8T+YdW2fNQajPyAjJgeRBeI/83CF+yFk4D8KXEGG3gPKPyjxNEI/4/c/YkQ/2OZ34T8ALRgl+Ob0P096UlID+vU/rA7VZMsF3z+ckld1jcrzPxCFxt7ON+o//DwNzcE38j/4RCYWt7zzP/cfWePjot8/cA+qVpl4sz/gyV4vomvUP98I179g4+U/FMS+jY1c9z9vqfaTqNLRP0JzcAh/Au4/omAsTDMd3D+EO6S5NGrgPw61C+CKkeo/5NH+Hx/Pzj9S0TTcx/HsPyhfrx3FUuQ/NUQuQ6lK9D+UHdsrn/TGP5qK/B7qhPQ/Ah/66Oxz7z/SZ3HYAPjfPxzBPvo2GfA/DYSadKtY9z+AEfNYsensP012pOGfi9s/wK5fujwt6D8Yjosu9v/iP0OY192E3+M/rMboWA519D+hlKb7F431P4DBRu2VMOA/FHPko1KU8z/pIcJsEyj2PwIeTvCtD/A/0cfAm7Pi9T8EDYCreN3ePyiDX+8hhPM/UBknAWszpT+nBmR5OqboP/2Y3ErfifQ/WAIBCkFZtT9Gfjl3Gdb0P8laz5R4bfc/NmXGIad+8j97+YeQ2kjwP2z7Ts/3sfA/pCx2wVpY7D8oCq2bN6ypP+PS9eaJ/vI/qpkTzFc28D9+IkZPux7yP5XLw7woIOs/hgO+C7LV2D9MC4Q1t2PjP9W4eMcLVfQ/Zy2/ApK48j8Tqh1e0x/2P9cNfEbjj/Q/LhAFXzIl9z/WlC4JqM3oP3xa9ac3QvA/Snnt6JlU6z+mIAfb4O7qP1Eaf0M6TdQ/6EUqzuhU9T8gnEomlsC7P4jOgPw2/fI/pj0XyzIryz/3Tdrvb7f1P0kewEMj0OM/eGjunAlF0j9Uphf1PunzP4ZqcnQmuso/+ICFCA2b5z+yn77QzlbrP3ZCasdxAuQ/vmjq5RSJ9j/goiWYp9boP28Ri+OO7fY/GJ52zzXXoT/fi0f33+H1Pyx3lpZSKeo/h6dY6yE38T9QTwQjEOXmP+ytc4GLI/M/QGmP4qa56D/o6t86GJrsP6cK/d2lg/E/wpq+F6yl4D/ZkiBl587oP691ac+ggvc/XXfQiTgL6D8SoU3KKN/qP/81r250PPQ//IDCoaV55z/wEZgJZzitP8KAwnhy0cY/1j193X7j3D8jhOs8djL1P/rWB49oTcg/leFK6pHQ0j9H+K0Xyn/2P0sIqODVyvY/Gq3Tbkv17z9Z0W5JxM3VP1QjOwm42vA/yoOi76sy4z9qSsUkS5vsP5x6vNsR3Pc/+oqldzxL9j/MKM8XeRbyP56YkU83nPY/ruzarXJu4D/2NjtqEpjcPzejGVrMOfM/l7TioaEV7j8avu8BvsPyP72vV55uZuY/kNcToHja6z/YHRgHOsu1P9FeVJGn9tI/vvKMWtBx4T8K1zsBdwzpP4ZU+hwmcPU/dN6E/FHC8j+AOTjN+c73Px6PVTjev+8/h3OJCcaf8z9F1PUSdorxPyZqR7zE5fA/LwLHIZOB8D90A6vG9nHuP/gz/ltWIOY/0D0dUP4InT8a3G+dTx3pP2qcMZXPdNs/lOPPoxSD9D973+Nw6lzzP9oil8GwTuw/67ntIBfG7T9vU5clXpvhP6Um4+6zW9w/mIY5ZOFD7D+WcR3BAEHhPyQ2JJO0UOM/wqcP8DPT7D+XTgfaz/P2P/ys0LZovfA/oEqoE/A5sT9EocUSeXLyP5mGTjY58fY/xN9KTh4p7j8uFVWc4EfoP0riUrrlnMA/NpjKbf3awT9KYJ0VdZrtP+Kjle2FZPY/2DU3ASJQ8T8hroc8Otv0Px1yK2UNDPU/XmCXTz786j+gA6e4ecroP344g2HKivM/ddqHIRDg8z9MVfZyNo/1P+Ga0pTxdds/9CTeiwkm1z/IaqmAPIPxP2A021C4AuI/XDf8DGQwxD8SsnsEYEzSP4HGMzsR/+0/+L27jRGi4D92p5S69YLRP7UeenhaJeE/gFql7mUC9j9WPI+aRnf0P5iqLDh3C+o/s2fJA9HJ3D/OXU0Qw/rzP4gav+x8rqk/zljTxbfc4j+3bq8kaZHkP2r7PlvfofQ/GHpF+yBu5j/6kMd2zAHkP1EUoCMB0Oc/D9qY2bn37D8WzCskQ/voPwGKDkT6AtM/7Hn7vjLD8z8ne1ooOmrbP+kyMWn/4uI/Ix/V1mIO6T8ks+SlU7z2P+hU+tj4OOk/bm3oL95b4D8oCoNQ65LvP7zjXDq0qeI/w0Nzys/x8j+jImW+g/XxP9pM17AD/PA/MvG4CgYq5j+hUBAgrVLzP5ZrBfETufE/SxgJcGCR8z8CcjaaYrfmPxESZ5Wo6Ng/EwFNAlpR9D/WLb0t093wP+NxcWrA+vc/EbS2g1Ub8D8clP6nXznWP+gi1drdLKY/NEuEg5C01T9yLVXvYVPwP6LL2RzDy9s/amZDeiGY6D9a/CuxFUnfP6sc6tWVxvA/bZsb8itT0z85rIikQdXuP87L8OxS08A/6rJKQt7QzT+Sjv6d34X2P7Eh7dR52OU/uqeEpMRkwj9fxANc3zLTP7CcMaL5jeE/hIBzgLrQ4j8S/TdCo6XOPwxYi8cmo7s/cD62abKF6T+HpEaxkvnvPwzz9LUjX7g/RKdc3I438z/tciX6zIHyP0KU88GaK90/Hqahy4IS9j/alH80ihLJPzJtXM+7yeY/zTGJPkmf2j9YIM1EMNDrP7fJ4Sr+Xug/IGiLero28D9Ap9O21rDFP5RGkO+Qs9g/5pJCgs5w0z9wxYa7iSW7P2YCW3iDee8/wYozcGvO9D+Cbc7j4173PyVt2m5ZxNg/GvfeNeDL9z/urSSYxVbqP17iht+JTtc//aLhAuST9j+k/hm9q+7YP4AfSoQNNus/+rNpbMnk1T/QBycfLQu5P5RAdJrMTsw/wEo/w4g14D9m32G/7uPUPze9ostx/d4/DNby8K93tT88LFVJrrbePwq3ts8/hfM/WM7UiGwYyD9CIIRKToTzP3pWDR9lj+c/Zg9DMx1J3T/34v05PUPyP1I3dXwr2/M/Clc/HkHW7j9qRXOzWKn2P3ZEkAYfO/M/ETmeDXmH3j/6wRvnav/0P2aR5NEZ5vI/nAiuCAcA8T+I0jkSrZzVP4ERlG4q2to/dhM4flSh5T89F+RdLEzyP3JwPpO+sO0/Dr9FU81f8z8slobtg0z3P9gFNva9teo/Uc1eqzC/9D8QGQxIIA+tP9ec03zEYdg/tH2B8YTp6z88LuWm0xqyP0Jp1OKzIOY/QogPD2Nf4D8aRWLG9cHxP1k2gj8FN9U/cjb3b/R38j9ARNSWnJXNPzCOjKNMP7w/mt8h+fkT5j+U5WXekFbxPwJFOmxq08k/CTyrOYQl1z8xKKYjzh3wPyhNM4YdoLM/jrsrFCkj3j8bqX5C6df0P17FtizHUdA/GPzoR8PJ7z8seKVXr2jxP+biahCvieE/jN9oHwFA9T8ZFfIr7Lv1Pxfe3Lfke/A/NO8PSDrn9z8Ap9JB6EJ8P3ZK3YA4ze4/x3CwavNB5D8ECmcDzIbxP8AiRgweXdM/HyEoyhpG6D+ssAKaKzDuP5LKZ9Ou2OQ/jIvicXZiwj8iEFdouH/CP09pXPWXpNM/qIiEFsTX4D9wFJnbI6HoP2desNkNFPY/Tn3dj5i04j+fASKCdvjzPww9ph4tf+c/9FrI1J8u9T+4qbeAyVvrPxqFdlf9l+g/dgkzGm5HxD9HZnx4x1LvP1IYCi4AhPc/BKH6Jgn88z/gE+kjGOuwPzl9bopHWOE/W/jf2Cmi3j+ljN7bFq71P7T/v+/cWMU/ArRm5WDm6j9gY4DeEHTWPwfSnOy4GdY/MqtG8ZZv4D8mgyNXu0DuP1cbZ5VsLd4/80LbTCOq2T+knbwFZn3yP268nqQ1jfM/dUkUJuH48z+UVbrKoz3iPycr+Uxc1Os/0PEt+Vzd4j8QYO8q48eoP16NCYfgc9o/CKdbT74+9T/fBSjp+obiPxyzQ/L5++A/OS94+w0y3T++BU5VpeX2P97ac3x4zcY/i8xb/aLr9T/GihHDSkT0P36TWIQvN/Y/Sd9qFg7d8z+QkQgR/vT3P80QID8vfvM/yCmwiSZP4j/ZREdAgHfUPw9AvKT/BPE/WoydeOmk9D8Vsn4mwi3gP2Xa3xMvcNI/cg4to2dL4j/i53XfaVD1P8MFoGSabNk/Gu8km3eM6T86A0DZjaPoP67//nM16PE/l3lJXcDH7T8Ul+t0C5nfPxyYHV43y/A/96xMfsez1T/P70Aa8mzaPyk41/bqH+c/fDcqrnuztD9kcHXHFeq1P1FmXzYkPes/gN0CC0H94z8EZjaHSeryP/Wo4Y+a5ds/I0oYKotU9z/qicpuPzfhP/Zeo9b8SsA/ifN4C0Uf5j8Q/6liVV30P8qOdL8Q0MY/zqS+hUl16j+OZdXWGCnYP7SYw9DrxOY/wGA9iAMdvT94yR3GtizwP7wbKGC2B/c/+O4I1rPT4j+E9d0MnvXuP9r8KiFxf+g/1KiGGJkM8D8WCJLRqPP1PwBFpCfTV34//dJwtlDj9j/12vn5WizxPyyOWa4iiOY/BCuf4GaR8D/Y+j3G6SrmP/ZbkZVOwuk/neCq0EkU1T8EyGJTlhHjP3q/GxcnfO8/WzsJQyIo3j/hKdj7RaLRP38rNyvJhNQ/2FrKgdUU3j/UBpC9bH70P94S/aWRf+A/CD8c5s6Mqz8OSC66a2/GP5cC67057PM/ilzEi+pb5T9qX6EAiizyP3JM2M2RM/Q/Xc2oldtS6j+Tm1L0NnDZP1qmajmOOOE/LCf4uMJhzD+swfTNJ1fmP1XhUlSnn/A/um787HPk6z9w710/4r3sP0MNKe5w8/E/Az6qR+8u8z8K9PlcRTb0P5YiPVUZo9w/MsgZUd358z8MYTOFrynmP0CuRNtad3k/BuKRQ0Hg8D9ueMZwO/DwP+T/fbLHsfY/xhb0meWr4D87SG5mrUTxP6CQXTNMIPU//Aza27ea8D9m4ft3vcXIP2AAae8zd9o/Kk7mZs/d9j/gx8XcOiGKP4xG7fxRU/U//niX/v0r0T/3Jp/Q093kP4Sdl9aTBvc/ALV3E5FZ5j/tEAePUZvzP0R+je2f/8M/3iyeJIXc7z//JVrUPNHWP+TbWvSbNcA/ILLmAtscoz98pDB1nfjkP8/bbHZhwOM/sIdEfHcO6D9IoWFo8HbwP1X69Lz6ltI/KOb+K4Oz8z/cfDjWXg/iP08Vcgo02eE/jIivPBPY9T8N8f6oNsT1P4Fd9FpKnPA/O/m6ZJJw4j+mV1M2cunlP+So1b98J+E/iTPzZwsm3T/DpsTuUOjlP5YOca5KqfU/4fzxvNfh8D/m1yrrnGLmP5Z1aSd1H+E/T8MGFhxg1T95vMJJWyr2Pw0rBwdktOk/hMMK0Lja9D9m0n+ZgDbnP0ZXHyf45fA/C+EP2osU8j9kqB53vqnQP18/ZMTrddA/QO1DT/R+9T809EHlqTLyPzjPxXptXuM/Yq99LxQRwz+IqJ93qaPDP7ikMr6BsNA/iRyMkh155z9IaCsc+93wP7Ago7hBy5o//FHl/c4b5D/OEEa06hPzP+gLCHMx2OU/0McZ86dv3D/sewuxPDHgP6tvNhGl1NE/zBokRzwi8T+cS0R65ZrwPyPO4wMi2e8/ggQmMzcm8T/oSoXwyRrOP0/ajPiwttw/3odUE7me8T8Q4UJacqCjP6RnkRy8V+Y/qpfjd9ecyz9ImdhPKQivP3ikkbNurOI/Yo9HhtIB7D9J9ipd+QTcP4xmx7hAqeQ/4KPY9DQZyD/hQFNLzwPbP7TQD8NLFu0/qCPIsZRC6T/gqasmWvfOP73cTAyDPfc/FMOEVQsHvj9SCwnbuGvzPwornTu9dPA/mPIHPsVwpD9A2GQmhb7gP3gSCqVI5/A/x2DAyT7E9T9zMBW8T5HjP0IzLmxV0e0/7W+xq+hC8D94FZWXBYvkP+VCSwePpvY/CoczFE5R8j+ZlBeNF8bWP0nuc2o8KN8/ldtooFVC3j8urAIHs7nFP1yt4aGb/rc/tpP/aj1E1T+I9wJbSx/lP/0zCzq6uOk/Eab9K1kl8D+LN3B8D5HwP34URq7NqPQ/XG1qWdzn8j8KLgYzmFjfP+ZoYcGjteY/yTE3wODc4z/UgSm6oEXQP0M0A+CEQ/E/FzEX81Ef7j/AHGhJFF6NPxrZHMzKtvU/OrnMqyXe3T8qOqi1z17pP1IvGHYmd+Y/tdMuoz0R6j+ALeaVhOPzP5KKEoAPEvI/CI41usx9xz9uX7gjCujjP/RQGkTRkfI/YPq5QbRGhT8yV71ofx71P+yyDRxoBcU/iiLpLYEm1j8w68WwJVPtPyKIOOzdyuM/FN3Vvzlasj9ACVJ82+bcPyaW81MGQPc/qPHMvWt+9j+FRdaFy6zYP3r2v2XUIN0/APK5/UU4gT8QuRcCNq7zP9zQYVMev+0/TnGKsLQF3j/cc8pocubmP4/ARD3i9PQ/UyLxjEb31j8al+AYQFnGP7Ql4yBmfvc/ggVTWpWA9z8Srz2m/djzPwDCG0yzp+Q/vr8A9Fsf7j8gAJQoGXraPxR5Plu21uI/sAi6jctp1T8khV0pAGPmPwttAnkjg+Q/6hxHtVo94z/45A4UmibVP7ZFNJ4FHtc/WwFFKnRp1D+ACB91kHPvP8CtaFQ9V8k/llrXF5ht5D8IiM65A9zqP/tGgh4d1Ow/SaqzdUei9T+CG4WWVU3uPxk3FcAMWNg/WB19z/g74D+V9KYJk4rRPxXGYpXmEtU/+2nPMWjw8D9P3FVlL3r0PwQ37tMDjrY/bjhMGTFs6j9CCgtgW23iP86VPZHypeM/QDJeRjUM9j+X6gN2USXSPxzl5ldrHLo/QOBtOM7pkT9oZ7zIknPrPxSis6xiWe0/EEFGn6G2pj/3V/Xqi/bwP+Kl9+PXau8/WQLlli5/0T9kXu8q1luyP6YF1ZvWwMI/YRrOGaky2D8wHdrblobxP9jk6xqb/cU/HTUQLos35j+uj48rWyzyP5BAtuJwAuM/Rs0YamHg8z/9ZQRqgSfxP0loAWI1/dg//QsandAw9j+t2cV9NaXuP/Wunq6kNPU/rAL0nEVa7D8dnYjclQT3P1aMsGeihu4/I8sWSIcE2z9CGmpov4XlP7LS+bGWxuM/An17a+ij9D8ShN5X5pHxP0SIO9wCGPE/n/ViUQw+1T8GBuRciiPKP2C/8RXgQLU/PkZ+O1SKzz91wKGWDUjYP6K3Z7uRLeQ/NoMgG5iDzz+ZzTR1YK7cPy8qrZPOqtk/m8Bzx2689D8QVRoOOfO+P5hiW+aSBKo/300/aTvY8T+MGGLfy7PjPwUyZaT61PE/bemJiZuS2T8IFZAv0RngPzaWwYgMkN8/pMPUgN2E6z8Mr61dA3TtP7W5a4Cbutg/9wZ18BaA8z/vlExXnC70P16JcveXwNA/gyvO36oZ2D+GX6P37yTxPyzVhWEJNPQ/8lKsBwe98D/RlFtAacL2P1KqA35z5+Q/zwSD3+ZK0D/irUtp5bnxP7rlZI+pmec/EURICj+O2z9sgzXE2TDuP9L7qJ4EofM/kFzp2UA31D/+3zL0iefrP/SmwJ9hIsQ//QIVcNwJ8T84ludtZ2irP49y9GA5Cuo/FhKT2bxw7z9H0KMVJNTzP161qJPJz+8/qXv06d+h9T+OdPbq7BrHP7hNHYQP0Ok/a6gBBKmD9T8JiTtxbsXkP4wYMW0eGec/Bo5vMqmk6T/gZl6wyq2ZP7h/g0FOI9M/Dg8x4dHm4j+sW/oyAQXxP1DTSxCnEek/Bk77fRQPzj/v1r8G4zjwP4hrmB3QHMU/fjjCBLL19D9QoGBfjJDdP3xN/nhrztg/eCSSEr+wyz/gMyGQNbzrP4PAw2AwD/Q/wk1H9hbv5T+RiMx05W3yP+ybdQMPx7w/WJNxdISV8j+0rs0cnWTmP8hkDkpGY+0/87wfwiRv5j8buJI5ItXXP8B9PH1zQs8/YPwuGn5O6D9w7n+2XyPtP8Q+fdQpcPM/9v4qhFkkzT+nRVV6ZOXnP/tqM8Prp9s/ckw2qt1Rxj/61wXeQqLhP7PU4Hh9CeY/ci9qEEjO9T/uzw2S5H/mP/goF1R+5tc/zxZmL0iL0T/C59DBae3XP7Y6uBNn/u4/+OwGOjWS1T9i8C47bRbvP+9H8ZSyO+4/2L1WkUI1wz+jpnaDxe7yPwrcbQuU4fc/OkRL/qqs0z9QCSg/C6nFP4ofc+3W/O0/CAanBxBa6T9gDGDTlqrqP2kx+LBmLd8/jinGRqRT7z//8Ahv5lT2P4bVayPkM+4/DrXHwEIn5j8UN1inKqH3P4u1WKhBIPA/vulAbgLx7D/uu/nXkDPwP4XvQk2UZ/U/kI2yl2k95T+iUQz89f3LP5u04Nd+svI/ZKt5STs98D9P0FyrzY7VPwao8+RXAeI/ugxnm7kI5z9F8j48DentP/kPZ8eFy+Y/AyRqxKT88T9i8s4TNsf0P97rvwqDdNk/oBQ1kkUX8T9OzpVlOtrYPwr/aPNC8d0/Aagtkmov2z/A60bItYjjP9bqbol/1PQ/up6QFEJd9D8puVphpAv2P2FiqvG6kOg/K9kDov2V7D8+ujxr1L7qP8zTBNqB7Ns/EJwVcshdkj/CYnrrHS7tPzk9seMYhvQ/Jjb6Ywk19D8qVlxqkfzgP3nhcgjWKuQ/n2TiyXtt2D+Q9AKq7knjPxTu4ZBZb+I/VpXpSC67xj8Ay2RBvIH1P9g2oI3UtvY/23ctivpQ8j8KiSoFyhDjP+fiCFPK4dU/iL0hbXgm6D8qgzFpgFXlP8Dt+MdwSHc/UJJT6aEo9T9V9H1/4PrvP8WzA8teOvc/hLYRiSUj8z+xiSrLGw3fP5yyldppge0/Vm07lssy4z+InRLVv3iqP9ybVrAnQPQ/C86bPVkV2D8scU5YJHfwP+illLDNT+E/qD5Wai0XzT/gcfAo7SLtP8i14p7RifY/qE5yu0WY4j/LR/SxASvtP7RQNs7rG78/7Abuj6ZvtT+C+IqFpt/3P66//Jd/N9A/EO4m83o1wz++XLy7BDLyP50R4ar+dvM/JkqPuP4/2z91eKjtgU3vP3bWMUgDVeY/dg2Eat5lwz/a7zpmU3jnP+bb6m1r/+M/APkZpGeZkT9qePYyi7vPPyc27wsIhuY/cpdnJmpL3D+diyY8zM7xP45rBXNANvA/ttwFzuZK7z/eoHun6o3lPw2KiPq7u/Y/pDaXCTrcvD/aY4zDOqjnPz23p3zAs+4/ELL+B8Bz2z+eLaLHr5nqP3KxgkKuZfc/eLVHBD769j86HkYHvsHZP4wINuN3Btk/xmL1zrZx4z9pvCva5iziP7RLVstt7rI/WGwLIWnCxj+gdTvbhyPiP1g5hbLrz+4/jnw/XAvj9j+Iv5vdPdbqPwhl8VMke8Q/aePu2uf31T/wRIZgHaLuPwSOPMgc4/c/1HCAlYMT8j8UR0W43Je9PySS2wa4cO0/pbVUF6uA7D8GjDZ4JrDsP/ymprNoduw/gaNxdjLp1j8TmdktnUbqP3RMGIduVvA/KvWKBeP16D/id99UGhvSP16DKSQaLPM/wCjhBWUlqD/gsPzjR1mtP/zQo49jFt8/BcWC+70r8j+cZuYmlRXVPxzZV4wDi9k/WuhzzVwH1T/iT70n3CLpPwD8alz013g/ijoZeb+c0D93SR0N++LwPxJhjJQgZes/LQTqScWT5D9tEMJHL2vyP9LPcfZZeNo/LEnCmU3qxD8RPvetEXPaP2k+R9bHweo/ZMoZsdcryz9eZ5jTwlDjPzDApgGzeuc/cFJlgUSU5j/LBNB4LMLfPyxrpe74tes/KQAjNyWH8T+tozr1Mdr0P7SVvQTeKPM/dr0NK+4y9j+i9jLCJHPfPwM8hSFabNE/JG5eZtrU4D9XudGWiEzlPyJqjKdET/A/0WykpAVb9D/fRMd4G0XxPz20VMXV0Oc/GlMCHKpW9T+lwB5yYBLwP/IK8vpGe/M/YkES16nG1D/+Qd4prs/hP+qeTU53S/A/PBVAxXfm9z9Py/xUBhnzP+2TDE2/7vM/SsSr0oux9j+lA9ENs+jxP/QX7+VHk8M/uutG+p1d1D+giCzGRWnyP6Je1Hdko/I/JDSOb2Ot5D8d5QOEwWXrP8zEbU3DP+c/oRgmrL0h3D+QKqL9Kf/gP/HCCnINN+4/0C+jKDBl1z/rUyDca77bP8k5a4Y4lek/WEOung2H3z+q4H6fFNbBP1OtHmho/Ok/V/AM47Lg3z9irs45q47vPyZzmkXU4+o/St5+SRO66D+en1BNKSjmP8aZzzqc7/A/i/YItvWP6z+Bn6Hu4n7wP3hQWD1TT/c/8HpBPjpknD+cmKlHlQDhP9m29Z4RI/Q/WrNG56bY8z9NvQne1djWP+LBFRLIhPE/rkpWNLqx2T/IDM1+6j7rP4ztXQmr1uM/RqmCCC3J9T92m9k6EdLyP57pMrU2++E/jSW+n2J77T+ol4ZekNnjP5S5Z5+Evdo/QUL+S6Bh8T/syglMncPxPxh6DlfPNfA/2Xl+s4Wv2z8wCYnrUeH3P8BwGSLlAu4/sBgBrrjHzz/yiWuB+WXwPwoyljUx9/M/SMEN3Y8Q1z+Eah+mGKL3P0WYvTLH7vc/CCzBMdzU8T+CTisdsiDXP0hwN7SeOOA/wG9pIm4U0z/OHtRnTrnyP0lyO6ussuk//gaFPOt16z8OfS8bYw/0P4yVuW3ju/Y/REGNbbwD3T/8AdnlDnfKP+RhTbd/r88/4ewdnPH/8T9YdXFC4g3fP1d5sEBRueU/xGPB1q12xT+EANFQJl7pP0tWro7MgfU/QGIknnft7T+1xIIPeOT1P9yaFB5Wn/I/wCRcjl2krD8/BtMKAfHzP4yI5baCfMk/zWZuXlG+4D/GkLsACUnMP7SAvPW118I/L2Sj44Ta1j+ew21Mne7CP+y/5Rb8src/zAIsQxub4T/fnYuJGCPhP3owY/e6Ge8/WBMqGD1Gtz+VqSAqOVLzPyCI4nlNh+4/IDsgmCTcrj+LO1j0P+LVP4TjDa+HFOE/HG49ia/L5T+o8khjroTJP+TZ+09a3dI/MPc456+q4D9Z6V+5ySXxPwCGKb1GHe0/Nqh9IkHr5D9FBEmR+zjyP37HoNXaeO4/RYZg6mR68j+36fwr06H0P9V3J7DUztY/AhW7sPxbyz9V44jrDb/0P6LAQ2F6xPE/F+UxvOVn7D9hrgsNQNzlP4hgpug9uvY/8FZt+wWj6T97InKGQeffP1ILVhUNyus/amsv0nGj8T+T2dLF3DvyPzwSj9TAqOM/t/5Z9KXr4j9W1OQNdQ/zP7Oog7x56PM/Ci0s7EkH1z+yFNwbGqfTP3RQdPE7sPE/ALp/4LIX6D/7wEvzUY3xP8UOGJCvmtU/LppOV+285D+X3SknJ9DwP9VxaAbIYPQ/FLUV6kep7D+MTzOx0iHoPxPhmoIecPY/ngEy7GQ56z+IxZVItDPlP6pAn6KnVNY/8P3Ge8d96j9CDmnDmY3mPwUg+75uGeE/0CR0XA7x5D/YgVZXhlj0P4aL3B9TePY/Uk+0kvkE7D8r5b7Vxz32Pz5KESURae8/AnHONaC67T8Y+eC9wTfUP3hcSpqNZPE/KLmEFNmf9D8PJfcxrh/XP5N6y0OmlfY/DNsbeeZEwD+02Uo0jh/wP3QXmwPRld0/sqnF1YuR9T/e3gM99Zf1P6az/tWNg/A/QSngK2QQ9D9ruvPy2WXdP0Yp2lKem+A/XxCrbDHr8D/A8fW5XXfKP+0/zlm1ivU/kH2KIMHllT+Pd0FL8DPYP3ZKNGPtfdg/yqoyvaHp8j8OXDMWlFn0P4MI7mayv/Y/9OSNuPis4D9hcPhADmveP4rnd6NiKvU/LL+zx3l9xz+GCVq3jpLnP3PSpvMGiuY/qVH0tfqB5D8ab/9Ky9X3P+wGWWzu2d4/VOw5fZl17D8uQDdbOm7RP+ukc8ZvvfA/NGZrgMis8D8UQU6lZYXzPy4wXnZ3WPA/rXDwf0a90z9AmTtBTg/pPxDZ5Lg/2OE/wg/vXdiU2T+QyXX7+AHkP7C36YPkf+0/GCbDFx+0wz8cEmfdsOf2P9I1bK3r3+Q/5EwA0HQp9j+S+90s1a7gP9aC1pKz/vA/oTCt1/wj8T9nPgZGfPvzP3zASXYIgfU/kwMgyFlX2z+IDvas+vjUP41lxbDH3PU/5IIWBPav7T9J0q/AAezWP9ixpu8kG/Y/HGP3dxi59z9XtJ1+AWHxP48tLq9Ruuo/QQ/QK6Ec1D8QEff80K/FP7qprBpee/Q/qnW4bLZ60T/tH2ohy23fP8Qlyvcjh+o/5t4yn/EE4j+62n4iyp30Pw7vQvi64eQ/pCJlUFaK8T+qKWCKTKHzPw4q0SzcxMA/Lnxnf+o48z+KF+cbigDyP/wY06MQ3/M/jkX+Rn/D4T+e+djrLOTQP6XXqlbe5tM/G4ZxGCEM4T810mn3j+vrP/gPBpSuxKo/LSny/yfv2D+tzvi2BDjwP6RPgucjS+w/O+2sNQ7g9T+aaj8bqiXWPx50WONWB/c/aF9bCUFw8j+5PZ9D3xzxP6bSkdYXk8Y/c7BzL7/w8T/A40q+CtDmP3Q6dkyYQ9k/BM65HB9c2D+Mq9p8vnPhPwAc3+p+G6M/Ogh2oYrz9z8C0nBV3RPwP2h5dE06gek/GOZX0H1J4j/nmcxo2ovZPyitoAxbwOc/ZkqLAZFo8D/ZPnZyv8vsP7rqDD4yy+U/XmZZcEeB8j/UnyoPDhnhP9aHII935s4/idNDScLs7j/jV8hXHlXpP0ppjB6e7OQ/zF7BXTJx5j/p+hOwUFzwPwpF6ev9zvM/hNBHu0je5T9C7XU7Czj0P05aZO2Vres/0rE8/dB/6T8hDDW9Hx/RPxw9FuyPu+U/Dx1Mn0jI5j+EEnaMVwzoP6An7c91R+s/0GrfwApn6T8Yeb+eEAauP7zL0IMtQeQ/cIr01cZszD9QnYgLVci1P4esU4JBatc/gJhYGUqEYD+7hX+q6k7WP8nAk6KjIO4/4DDLD2AZ5D8S6HkplonqP98YncIOc9o/EMn1iqop8T+6RoqPs7vmP/RZDF7aheM/wdgCO6T39T+XRQHMcz/VP36y57so6eY/tOcShdvG3T/MhjCUOon2P2c2P/2rVNY/mLoO6b3T1D+93GF13LnfP3CRnR0kV+I/SFU1Nhsn9T/1PW34t93yP6BVl0uypZE/d1C50Ov/8D8VSSPZLjfSP7s16wtUTfI/xsL9pkj95z/lNFF6P2zkP39ZqYfGVfA/P1aTSWdY7D+oyP1yvhDwP7jNGH0geKI/7ClMD4vIzz9ToKLRG5bWPx4wcdAlBOQ/a5osBYYa9D8GVVveCuj0P3fZkxmZit0/0wn2YZeP8D/C5Krr5QHoP5dZeV/0RfQ/W7UkHK3R8j8LUVc9d7PtP9Bbe5DCiu0//ksen7EW6j9YRSHXI42pP0hXuFMVwu4/CVAEkjGL3T84ZBBG3fDKP67jR23/Kcc/Mo7Xf0Ta9T+kl9Ky8ILDP4le1A/Iovc/CvQ+ekpu3T/sVGLwpkzVPxbVukVdKOk/BEASMsCv7D/+BYx+L/fVPzOIRfZO69k/TRctxEgO0T9gajaWo1zEPzj9/UFK6+A/Z9SnTybL9z8K89toimzsP8xUMYpKXOc/akZh0Q8g7D80Jfdv1rfpP4Aa4NHVP6Y/Rg+2mGmU8j+bnSgnWMvnP4LJMKc9dOk/upnOnzQg4T/zwbsODwjoPyUhSmFj/tU//hOtsedn9z/+9aZmd6LgP8kP5j6krPU/bkJrb2mS2z9WVeuuEYD1P7KpHuvF2+U/lEXh4gsUvj9+hPBWQrj1PwxWzttLS/Y/1T0CYTX23j9QmXIWuGPaP4ycOMwNCeY/ANnfvcrx8z+WvWI/4Fv3P+toZZBjA/Q/okSXO+N34T/eOeks6OvhP33r05B93PY/WzeQArry9j8AyDtukyRuP+twFA/9B/Y/VPOBUhqMvD/IEVF2lhjfPzTknD9itLg/8hwf/+Bq9j9Osv6iIRX2PzqCcDw668A/uMfg71tf8z8TS7G3Wa/xP7whKzwmSOQ/OrAIY+XY9T8+pT3Kcxv0P4pJOjlm5/c/kF8ivFug8j9AYy6MMRO1P2Jr0TAXpeY/TJR8XQSr8D+MdBXe+HH1P12iYRRj/fQ/VkvSHIiz5D/AYl5+y5/AP73vZID+HPI/okjQ3BW27j83KsaxtQ/pP74DYhQaru0/qBle1kWB8T9prULhAZ/YP+31CDZiAfE/YP2ZPzeJ9T+Vz6N8EDrSP9sqROsC4+0//h8xnr7l4T+5X220HvPwP10i413bivM/VkG4Y2DP5T/uGNJI1EzBP6is4C1Eafc/cOfl+6wk7j8kJiWr5/i/P3CTxY3eM9g/4A1cX1aUlD9+VEwzElbnP9TqE7+Qe9M/ngIwneyQ4T+EwipunEHLP0ScAnzD0u0/faOCWEzL8z/Gxst+8Gb3P9w2sEnqH+4/Nm1SHnqv0z8ebcfTM3n1P2kUpfr9b90/Wvbk4K8T9j/hAmrWhuDyP2DTKxbRrOk/CKlZDlv07D/oJZSo7mP3PwwlxjQEfus/9eXDfaoU8T/OrRnsijvOP7E3HpVyo9Q/GhBsJ2UFyj/ImIbpnTPxP8OCTqvYe+o/OYnvwdRd6j91IkvadKfhPzzz3ZfC9dQ/AJg+ydwfxT+QE0QAoQvtP0l29krFuPQ/BLQ+vYBi8z/We8gMWg71P1d7kWggPeg/ZdMlEWX37j+CpZxG/tLRP+/1E17WHfU/mMcWtb270j8cygwJ/U/kPzANNBzdO+s/2+0icjTa9j9bRYNjSFDmP7ZkKK9mTMI/OrZuOg3L2D9jq2zR/Cj1P5WI4cizVvI/bO/v5xjp8D++6jc6eSTmP3LgRwRm6fY/ZkBMdN/q6D/DpmfS9hb1PzIDZkbN0vI/8fCe+Gyu3D8F5AGbPxfyP5Dmls4Mf6k/yffKtISL9T+AtVE52QXoPwwuHCIb9Pc/qhXTDWj78j8FYahXykHrP598VgpYbdI/0IIKgHGa1j8pB7aoIP3ZP8zP3BxNn9o/q8kPv55k7D/s66WsWA7iP8A19ynhQoY/lN4VS/3L7j+QG7rrtwPlP/9QGuFop98/8Kb+1U689j+/hIApfmv0P/+EFsOL8PE/jBEW3iHp1z8pvaq7dk/nP4jhbLAGjfY/wIIYDbAXvj9Jt3y1W17jP7H56/DPguk/Wll8Y2zD7z/IMgVc/5+2PyhInTPMYuk/DLe9BwFp8j/e71vktFnoP5YDGfRgNNs/TBW3mlJL2z+MPLnpogDsPytJrwB1iN0/A5tJc7e79j/2LjG35qj0P4Yj0YFAhvU/echBcEBK7j/6CzWkfk3ePxQW84I6kPQ/JrwvE/M46T85KV9IDB3lP/gVoqmJza4/sqVjAuJZ6D8Ss/AUcO30PyW+FFSllfU/gAm+ucKv7j/DvP8K8XryP8pZSUjb0PQ/I9ONXLoy1z80hOz7ifvzP2U4FJuyEfU/8MKwAG+npT+PDnn8ht/jPzpxBNIp5uk/cDss+XH0nD82Ry8LXmj0P1o3ILP3tPM/0JudAx338D9FHwnwr5jnPxxItwNDhto/acGh8JIH6D+gJDxIXXrCP6Jc0o39HvE/Vph1teyL6j/wAa/rjRbzPwPZ3t4BM+8/ZLdxpMmG9T8w1NTtun3xP9q9Xt/C0+Q/DS0I+xZk9z9IWchFtmTRP4rZnaUGefc/8NvwVNhWlj8MmdGuAMn0P0G36Uemx9k/MM6FtOANvj9KcF3/Gpb1P0GGlU1Twe8/8r/G5kvz4z/4hFPlf+nhP+FoAYzE1NY/JPA4tR2M8D8gUrjpjwSVP7S1ujIH0fE/ajaaPeUE6T94iCGHAzDxP8AnJPGQAsU/BJy/vuOT3j9yMHlUasLzP3sB4Q3NNO0/dlX0aqck5D96KyEB7ajiPy+efN0v/+4/IF9S3vl2gj8MFnoq7zq4PzJQoB2CzPE/UAcHg8gc9T/u6Y+bkDD2P8dxKoosf9I/m3ThpT026T+y+eQWHoHnP0kEU4k6vtk/uymbANJa9z8MH6PoafTwPzxnRTRSu+4/TrdarFPq9T82fCjAX0jlPwjIB7XR5O8/2YG3fY2a7T+gph7QzrqTP2XRijQfUe4/jFgsD471vD//6y6gJS7jPwDEHAKyaVM/8uNyWTlT9T90+RzKl6nVP3XROPYf3/Q/YTb53Y6I8D/681aIRIjtP27OFE0DN+I/cT00JUle7T/gbNVCsDH1P85w1uhElvA/CH74XKNl6j/sudU349fmP73gxorIw/c/+RKAnUTA9D/foDznn5rYP7oPDpY6c+4/Cg7Idlyi6z+qxZ6GewXXPw6pP/wO0sk/4FcXNX2z8z+bvltoFm/1PxSI4Ap20OI/7k8mhrolyj8IyQCIc17jPxqJLcG3yM0/aeNhUDsY5D9Sr1WZsFXiP/qirRGtsfU/onORRHl52z8gsVYkMQ7BP80JK0KhlfA/yCji/HDqzz8V7sNVg+jmPzJ4gqNuivM/NcdrF8CY6D+Yz6+p8ivuPyT3Ls7ewPc/OdLJi0NB1D/uYPIoiGPvP+iEsI/FFeo/J3nlzlus7j8Phr6eegztPxDB0EcbAOE/Goc2CB0n4D8CqJaudDT1P7jMJ/KTqbE/sWYkIFbU2z/34rwqHLzhPzqQHr6cF9E/MEvzGOEt9T+1JDiBHAfTPyV57ULc+uc/GFBRKJAo4D99zkm9233zP5hj5IRpYPQ/gBU6RP6X8T8xt7z73u3gPxyU0dgdjPM/iDTIvRIK3D+yskUm3qHbP1sX+pv1I/Q/Njny3av2xz8S38uDz432P7I47muAvug/XJLirH+Mvj/uszeXHCr0P7Q860pJJfc/wsf0girO4D/X6QFPktzeP4wH8+RQP/c/iQ0RwN6+8j/2cVZnbIHjP6Kp2GXHROE/uOke941A5T/guE2cStOZP2pQtRf7tfY/8AgHqkvg6z8nV/+z/j7ePw5Eu536gvc/SxngFCnL9j/WfAqZpgzmPzJEV0MLstw/S3GbT6Zn9T9S8fzI07v1P/E7cXGjcdE/QKsbB7iBwj+2yaNWQvXyP5e+hv8NUuU/7EX+h76o4j/H5hG5fpTxP1cFUVClyec/6IIuAl/26z+2dOJTbQP0P5LbVxX+QvE/fcqJQqsb6T9ngCancCzhP9qtpLqw1fc/cLOQgk9P5j8LaKbPg5fTPx7jWoytrNc/AaBOxp767D8HA4MVFyvyP8VTjBowPvc/HLyjN/gh7z/aRp+CVRDtP5WaRkagO9w/BVr6QFYF6T8Mahg6A/G+P/a1+UTAWug/hq0uCbP87T9ipfS4FTTPP8K0JndmQ/I/tXctUolb4T86T6sxk+/iPxa0RzYU6+I/MhqK9W3Lwj8MZuwOsRjrP6pzFn+V/Ow/w+x20wux3j+qFL8OtVLKPwgjVkTVZqY/FkjcwRG/9T+fsftRh0vZP5pRd9QIweo/nYVhWQna9T+QpKSK+sjEPxQFxmVqO+w/pJd70IFY6T88OzeO5knlPyPWCDlwp9w//Vg3k7Rf5j8JvEZuau/yP7LUSeujtuY/TKQU270A8j9R3U0QK0PXPwNWRZJ0K/Y/1M1f44HzsT+k9IaN1iHsPy4K3dmMMvE/7m9GwAp57D9CTShXIrTzPzSyawxKjeY/cMCs8o8Ulj8kmCYQPn3IP6aDeWoxq+s/3sSbj3Gd2T+h0+Cgq/n1P32K82ycxtA/dCm01QK68z/ZL6P4x2rwP7qG4aah6fA/TwHSZ2o+2D+YKg4N2Iv2PzbQ/jbgyNc/TdwT7xp+9j8U1u40PPG4P3S2dVyl1+U/CYqvADO02j9+ijq2GKX2Pwig5cp7sOQ/MCsUSroy8T9r7loK043jP9nmWzia1fY/QHUe2dpSrD+krrC2PozKP0bnWSaMl+c/pqJvtiQr8j/iSN/eJsTxP7UVAm7gMfY/9vtPB5cc3j+FGLxtBmPnPxvUG1bcGPE/vSd0h9Cg8T+4wO4QgaO9P7XrYILWXtY/DQYVLenm8D+9wuRDk2vsP3oQUBg6qvY/ji01Klnm4j+Ck3JUMoLrP/qaeRbhvvc/hgyU7g4g8z9hnjgu62f1P8wK67ePVOA/lvqg8Zn7zD9euojxUBTwPw3mRnUvGtY/cIDDrO2/9j8vKW7R2SXXP/4QRYYFQMk/FCm6xZpJ7D/0JXGtrJTzPwKbFvEuDPA/HzOBRWpd7D8zp8hcodTyP8ZJ3xmAovQ/TNDCoR2I9j8EKZs8rMLnP5bKszrJ1/Y/6Ph1t3MB6z/2RZWdmKvZP1yAxPbHstQ/MTkviBQv1j/Yom4xYWTwP04pVmMspvQ/Bizs30VA8D9yu5NTN+jmP/8ttgX/09k/tUWKZ+jL3D9sgDEtB1nxP17nTJupFPA/TY/5zhQ00j8X9AWnDaryP+jk0EwfI64/zob5nrdK5z8sMFcArrHjPwJPq9g2jeQ/Kn30wkdY6j//gFRg6FTVP4r9biY5KOs/vPKc5MvW8z+cDl/blqzjP0Tp3FHw6+s/3JJc9Cqx0j/C/Odv2PPjPynrL6cM2/E/WxUraPqD8j9OMol3w3/uP4T1NFPYtu0/SsQgRKa/6D9Ln4e4YEriP8zCAWY/g9M/uFTdmqjr9D8yjlXgF7TwPwiKIu2BCd4/kOMauLLb4T/ir1gvWerpP7jd5ShTYvQ/5O83o/F09j/O4Uo9ZnDbP2DoAlPwga8/cBM4uJtv4j8so4G+/2vhP+hODc/r4+0/auSrOIIE5z/AC+GJrbymP6xdNgQIONU/nVnRHoGs9z9gQnlDk0nYP/iDCcjGyu8/k/Hk5nIe8D/SB3RePSv1P/3Ar9IEOvc/Ea5SdH3+9D/pm57YGbvcP+gCGB0DGKk/d6jjnZ4a9T9EyIL/uhLwP2BOsxtV0+Q/uWim1O2u9j+iARYfvGLqPyIOIJdjUdg/QySAbeqL1j9p8XRuBPvWP9CqQvmkmMo/ZtFwJ/L59D9RhFY1MIvQP6Cb7yi6l9c/GmL/EBtp8z/OXWQg+DjSPy3Xhx6mhPE/55a3ZECw8T+WgMLvXY3VP9Csti+Ft/U/J3cfw0S18j+ItT119Ua7P2o+iv1jxMM/zkdQwjpD9j88rmmXoqq7PwbcrbBhKeE/VFg0dj4b1j/ALJwR6qHoP9xYGIp1+e8/uk2/zGS03z8zwTXnbjDZPwyk1RAxhPE/GKz5jA+LsT+FGjmcjBnyP8iV1jC8jfI/pbE9VsdC5z83UzfzapnvP9dmYr1TQvQ/Xu8jI4UQ9j/lFTmdLjboP0PuhX8yePE/ZDP/w8617D+AvlZmJ+H2P+eENcvzhug/BsFAvSBj4j/TeqzolhfqPzCutiDHmOM/cODO8Mrr5D/qN8WTYOrsP6Bbg0vZw/I/yrebnmf36T/wav/TEX7rPxqnb0EwKvY/wDP7WhY8nj/SQtiClavpP+FO0SavavM/ZnPd/PAN9T/xbVMhw3z1Pwg+ezr+998/EKlxJT4ktD+a7gnOPqTqPwY9oGElZOQ/fG7kfoQR5D/cwUT0PXXCP3hEynw+dOQ/g6pT3xNf7T+uZdU2V8/pP0CdaOwp9uE/Giuexzv37D9mfZBH1m7yP6C70oboAbU/XqeyV/2f4T8AzIynzlDqPxTQW0xBfdI/bMwe142q4j9c7yIJlR71P5YNKWJMpOY/hkn06CtDzT+dd1udZL7yP/NXXF7/1PM/vMgDvzbW7D+Qka/8Y0XlP9CGo1EeFuE/5SkaWYXq9j+gPpA5R8WHP968nO1mKd0/bofUVqf08D8weGRFUgzhP9mQtnJaFvM/J+CnFkjd8j/c1ey2e6rBP2BME8ws2pI/JHx4eui37T9U6i6NYSa3PxEL5LnGy9k/QKzwfk8etT/MhAxTLkjhPzR0phqintY/xmoWepqiwz9xZVK6W5/oP7BAYExDSPM/FEw8/JoA4D+Jgp6lIs3dP3SxM57yoNE/fJleB/+P9D/uapRM/KTmP6khK2uLUNE/Ccqz2QKt9D8RfEeAtfjwP5NjQKWbRdU/jFJ34Be1xz8E76QObYb1PydpgsJLZfQ/JFY9RoSh8z9H1AEjNJn3Py/Ph/u8jPE/KJyoD1fBtj9EE5QFf273PwB2bYI5Lp0/zbNH8ogd9D+j8kiINLfZPzCZbkYsEKU/CtU+6FOY9z+fvVEAB0DpP4Xt4HF8g/A/mqy9scxw8D/fOEcPBuz3P+s8lOnYRuY/kuWCwDAK7D9pT7nzG0PXPz5U9nhzBPI//BTxKWbT4D9Nqcu0DCbUP2UeM2O5jfA//lxc5VjV9T/bLY7WPNfhP6wQWnPlDfE/MCd9uRzZ9j8gOgyGwhrkP8FftuBNCt0/Us8pSqCNyz/lHdSuJfv3P5mSGgpRxdc/SGXvxiUi9z/WEeJyQ73wP/Bwpk4L9Ow/pf8NBwJM0z8U7ADxjovtP3gvJygAHNQ/sQF/q1V+7j/7iJL/oBLSP7SAZUzlMu0/g54U1tUx0D+gO+SVbp7nP2p+g0Q6Zs4/ugclWGOX7j+CDWrDM7zjPyfhplkT+t8/ORfroOBB2T8k5MQRjGTOP3B9jwdXptQ/tagERXir3D+uX5EKf/rzP5DhfZAYcaQ/df8LUBAw8T+wnvceRRfgP7tP+IpheOA/ykOy81464T8OheLwanj3Px68JcF8QfM/kY9DiJCs5T+yoqDy51/2P7tI5QoSVNs/C9QofbKI4j+GsffGmsPNP4dLPfm0ids/iuO+wXSn4D+gqnHdsvDDPwjed5s0x6Y/LsQFHdqw8z8cQmOFBIz1P7wPsHplUdM/lOLqkZ/Q8z+Mje/x3qCyP/zEHTqy2uA/fAp80aA74z/Yxlu7jbLhPxGD7REaKt8/lZyH/tc78j9/FIHtvX/3PyJqp1ae5vA/2+G5N1R88j9G+6u9vSzcP4SFT0EKtOo/AJWpZWyczD8iyTRjqz32P6pLgHhTyPU/mlqFfi+/4T8YOaIyfafnP3mVN12X4/U/PG6/e7wQwT9M7ayBY/vvP9A86jpdr/Q/oP3H50w55T+kQSIdHK30PwSZZEAu+fI/tsh/EAvu7z+dJHUG/FDwP3KedZz6rfc/2G4DAvG66j/8AXSenAW0P4JvtenoftY/n+MrFTO14T/40WiLgvK9P3zA1d/Q5eY/UE+Ui7KD3D9DZRFf6vHWP5EQh91zU+o/Qa8fHgJa8j/o857qdAf1P1DxXbPyAbk/zTX6/4Zy2D8uPcYfpLztP46KO0FORvA/TEBkoTbS9T8K6/h81vzFP9IqR2AuM+s/SH8Qmr0o2j8UMVoI+prrP2ekLcdryes/erHxCUWU1D9F9unDVLvbP/QNoYR6meM/Nj871tSC9D+yABVSXbj2P0bTa2IlNeE/Rvjt3P3Vxj/wG23XoOb0P+lLZYbqZfY/kKh3Dz707z+N1uAh4nbyPwzDOWRlP+A/4F3UPphD4j8V2UiGmdjxPwDyK5QQ0bc/Ld9fJxE49T88HKshiRz0P3ZAstmKd/Y/FHYcYzLL9z94LLGCPZT3P66ipQlnV+Q/Ob7/NeSf3j/sHcII3b3gP1thSzB3MfA/KO18pLgq4T8opoVuYL7IPxDIU5ZAPek/BpsClE+o9j/KTZwaC1vpPwz8Y4n+D+M/W8cBc+lN4z9u5LLV9lLBP2LZmNQWMOI/yuZAdMXn8D/bdz0CqlP3P7SucvEFFu8/XWO3JXl+7z8chKewPgTcPztSR6YHO9I/itKOMFiA4z/I34uEk2jgP7/PSVlzD94/T7KENt723z+nw3SeYQH0P+9w+53NieU/nJRXHYqg9j/yGRRpWjjUP1OaSqwgL9c/KAigt8Tlqz/lQfra4UnyPzAkdx/BzJc/qIwaMppC4z+40VttzYS1P+4+Axd589U/NEau98Xo5T9y9uO/rc/yP9Cd8DbBE7Q/Gen9OBXH5z8USD0X3ZPHP/rEl+tXz9c/7Asra64k9T9febsip9bmPzYjMWvL6+I/MguHqobu5j9SGrRshxTcP/uMZPI7lus/x57sjZee9D9PCvM8jCvsP4468NpdLMI/QvdG/HK30D9mWSbc7UfHP2t8SaCTr/Y/wC+4iy5Giz9adDD5TqTxPxjI0HkvXfA/D7HtE8OM9j818gk1bt/yPyzPX46VGvY/OKAXoUUN2T943LF+/Jb2P1bM+sF0dMw/cehAbqyx3T8K8r//sZfSP8Xp2Cs/hvY/XPa53qVv5z85mNEsa8LtP6ETLkBQZto/+LY25DP4rj+o+pqE1j/3P17nn6CN/vY/EhirajTB8z/qQT0G793BPzzZKZKW4cM/eM/ZSeqBoD9hTNPYooDQP0smQAGh2eQ/htDfEb4i8z/ExoVNT5P0P74FLtxhhfM/HWx6VEEW8T8AlBkAuFnzP/zRC0ydlfA/LO65PEebuz+SwIqjlVH1P0WM6nHYwt4/AljCbv3w4z8qnZORQI7EP+VeM3w6dPM/nEYWEM8q5z/xESLyA+PzP6Da4eGXV5E/D7J0OSw02z8zlytYfPz2Px5KHP06V+4/zH/4gQOY8j8cH9GbsLzdPxxRmrUrJeQ/YHW97KA85T/ZAMfgmhfwP9L2PGX1f8k/+stz026v4D8zBpdP9/P1P+jIuTEQCPU/xaFMKB5s9D9ihj5gBxnvP6aS1ntZROQ/+3Kn1Qzt8D8qcuKEJoHwP8qZi6Xt/M8/uDZEj0Go4z/pKc81joPwP63k7yPAp/c/JMTaJgDC6j/5NYcxq2vjP0B/a+xQw3Y/N92UcNNX8D98qSqasUnpP44vaZM96PI/SRYhItsX2T/AZWyFejKaP1/HWtZlKeY/jC7dgoY1uj/ysazv7QXBPxWtGhP34/Q/KIQksRGF5z904PZgIujLP+AVruHTj7k/XBMAp+bX2z8D2gBkjnHVPzwMwyrfUvQ/hS4tXgMD8T9AUqdGO4/CP+ZVSm5I0+E/LAk1v4cQ6D8Io0eH0pHwP39ePtoVWeM/gFa0Qtx+sD8EU5sqIfz2PweVVKyTTvA/YsGxEbXOwD/miXsMsdXaP4/s0fv5SdI/+7drB2Vw3D+8WLdzcwbQP/EewC+YbeU/8Ep4Wc7w8j/8iqg9YZ/0PxvogL5Hyto/+OkJGICw5j9fO8avIzTxP2YvSVe89tY/GsJ/b2na9D8D6cIYWL/xPw6hxSchDfY/4ElwaFfT8z/LGaTTLVXzP9A7kl9HW9E/7OQj2xzU6D/+uFTPi3XzPxeB3r2g2vA/A4l/NZ/b8D+XMgSvsznRP9K2gKlsc8g/c82089/96j8coKjmttTvP2hgkf8BH+A/kvPjxTvo8z8UdCxL/Jr2PyJ0Z3UrCuo/a7/N97q67j8FawdMhCPTPxtlSgJQvtU/yutyhjdI8T9WnCgNKx/bPzzVc1xLiuA/pX5NOtIo6j/2iaAzcG/sP+keT/tdcPA/EqOfI5Pq7D/mrLD+6Sb1P8XjlZ5MKe8/xMhYawMd9D+ilO9ZlxHZPz4+vim9gvI/UH2LWdvl9j8DFOihMELZP6rGYh7BbvA/XJUu0Mn2uD+4Fdnia6/wP2YhrGLkg98/bfKrKlM98D+0pQlPKD30P4p/zuwF8ec/no4uu4HM8D+3hvVgsS7TP71mn4zSUfQ/DLEm0RsAyj9Oe+0tTTrePwBOtJaKUZg/KnRfBb+99j/SiEa7zAbrP/bpL0xXPc4/N3c+deF/9D8A26P0ElxRPzg6J65RbOs/7piCnyiH5j+Qz9++5YXrP7oDcjTOnvU/tXjZoYVI4z8U7HOEXma+PxjoSqNXpOM/9HFpSX6C7D9dOaGnAgDyP6QDOjxFCOU/JGABlF9c6T9uyYWpPrHtP2QOaJdRY/Q/WH2qlJscpT9HrIgZYqryP1WUEsb60uI/hVWKNk0c0D8xkNG7tVXYP3r0hMO+bdM/UagesUem2z8BJXulIk/xP9xXanjJ2PI/cKYTDGmMzD8YOZB+jOXiP/jjyyr9TbU/RlI1mexJ6j+GnohGcSvoP6HcWy6lh9k/Q2Cq5MyE8j91RJRlnzLdPxiVSSiSl+4/61z6U4yR9T9PN/kuXYzTP7bDdJhBfdE/NIId3DtA0D9bOawYiZDyP5z2+Nv1a/c/khZ8YgKt1D+FXe0kBqjxP0Lju5JhePE/sBW1gCqz7z/SJu8b5g70P+weEWKV8fc/HmfRF4PY8j8inzcoo+vpPynoVVdL1O4/G2DV0OIM8j+YEkHIQXGtP8XEDO7xcPU/6uTpmxbP6z8g/hCCgN7TP+pglpJ3l/A/O12wy/u34z+XnJ1/x6ngP+usg3kzVPY/mzl5NwUt9T929ShQkdjNP2j6FRdCNOQ//Il1kmyV8z+acHKPMeLkP0v88OfbidY/KucTELCd6j857Y0wHK/TP5IMq5ECSfA/X67coDhR1T+pdefD2O7gPxQ15ZZY7vA/hwoJTTqE9D9tqLjEFhvaPxYeZfh+1fU/wI7VgRx29D8sSjRmEJnjP1Z9WLp7weA/Ytp8fgi26D9FQtyteZLwP1fGEOtm6e0/jQoiuhhb2z/UlsqIc/z2P6hF1UzEEdQ/Is7/FlSj4j+mRifXZ431P+7Vivu4p/Y/GPHAM0NtxT9QERVNWRiTP+ET0YVglfU/YONBBMnJtj+EdpRkLTHvP5BTBcsUqNA/M+l2OVKH0T9E0gk2FATqPxj3DRta9tk/WLh7M3qcvT/N0aWm65zcPwDZGQzKRNM/1NZr9heP0j937zmthnDwP+YJzWUjQvI/HJ2D6mcP8j/ANctrv1nxP4+Ec0cNyvA/KG5Fbnib7j/eFztL3eDxP8J0WJgBq+8/2KsJUFJG0T/Ow4THTJjgPwA8OIphiWk/6ZHiEODp3j+FrSI3k+ndP1FlOGH/5eU/Fz8NF45/8T/tboshaFPxPxg6bCxZ0fA/Cl8HcS0d3z9gVpA8L0qlPxX5+WzgoOI/0OnWc/RK9z+/eIM1qMXxP4xjK9hhlLw/ZEiQa+Vq7z8grZCDep/0P8T6fAn6R/A/psKin4Wq0j8oeOEgHH/xP3JKz4N5D+k/wG3TrIBSmD8HpBHbCA/XP4ryEpOnu98/6Exen9O68D892tns5l33P2gtUcwimL8/3kPaFGQd9j9uvPZo+gvbP+d5nNgM1do/IptcbQM67j94XwRvzq3pP8CJ183F/7c/75FG2QgS9T/aBnwcJZThP6jNq1sTY/Y/wght66338j9+2jEk+zTIPwzxpwjjYPQ/8sV+/gAl8z/AEVAWuk2KP1LYpdrfMOw/VTN9pdt57T/qn3Q/XY/uP6Qqgq9ru+U/r+aNnh8l4T/1KAmCwbb0PwCGseiBN+c/ChIkLO+v9D/dm9l9NJv3P388P8pgI/E/sKyRaOgE9D9HxwqmTnvxP5zH1e6p/tA/yKE7jcMitz/5ggzqjjr1PxRTCeHIrsI/IBEQ2QLL7D8kLaWTO2zGP0jXZTCs4dY/YJmkprLKhj9uR+llsl/mPxt7c93ukfM/W3+gCmP38T+EG2+liZPZP5relMcvp8c/Fe1iZ/rj8T9PS74/mvrwPyhFLDMCnew/NoSC8F4U8D/s4AZR1JKwPyFS1a4avN8/gcac1Iha0j/AFeyul2TaPwCFLt7hHYc/XgwXJHUvyT88KTl1e+TzP24UALHCNvU/EuYXMYvu8T+9pDRHiMbwP5iKZkhxVqU/XEkcYcJd7D+GHJTp+xrBP0aQNwVtZe4/22lGQF+77D/ObZsfRWnhP7FuO86ATeE/N7W4O82Y1j/R588nzx3RP/QiqcKssfM/7lPR+Fc/9T/gG12CDdnpPw3ZLvhx9/U/HFMrR6LU6z/Jrw2qEH/YP/DntKA5iNk/FLYrqTzp7D8xkuewAHH0P+gp/29rnuc/rDalnbGI8D9sn9zbez3WP8SyqF9PqrE/LF/x7i728z+euG7VnD3sP7PtPiBaeuY/Jr/6catJzD/k5z3peSTyPwReMtXyW7E/aWaENuoz3j89rxy2qgjVPyc/81NBc9k/BHyjRckB1z886fUKsjzqP8vjzqPkjeE/w6tmApWR2T8AcqmVCkSrP/FW1CpKSfU/QvFiGaxx7z/eqHU5t6jVP9TrcFq3jvc/XHvXkYiJ7D+qg7G9NGnmP8rpeEmtbfA/+o+oaeCd9D/MUI/u9bm1Px1vUcvvx90/Zlv6cdsn7T+9Jy77z2n2P95tijlMUOY/fg4gWHxj4D+iBnuZCZ31PyMc96oCFug/LsJlao1k1D/uNzAvncvzP1+MWKS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5bmGsKNU0CSVRJ/ky1QQDAp9Ciq4ldA9lHqmnEI/T+erMEbSn47QAdxIhuXgjJA3qtQU7xCTEAXv2nGxaBTQPUm3X87vlVAehC/AouOTED727ONijRXQCDf22WI2EdAQ5S4EaaSNUC+g/SF6NY2QKY9DVMMsFNABA2zVJ++R0Awg6NckuIgQPgKmtsU8CBA0ZBltAhuMkCLUjuANRpVQDnBEikiQT5ASYpVYi2HV0DeX2SMzUAuQHAb7OZDpVNAyYV0pBXaV0CcKamT+fJQQCBCusT18lBAN+E/8LXbVEDisHgoYzJWQHP4rs0TFzlAw5aUZ9c8UUBkgCWuSYxUQADkkveUQUdAh0gabmONRECr4pkt4ClUQKemtx7CLQlA4HYzjLJ6VEDOT5QrjV5SQHNcBdUM7EBAGJ7fNH5QV0Cz3FTpOW5KQFjmVQxi49Q/sICXjyKLNkCflgMIzj1RQGS89iMAnRtAmlUOJX7jTkB62MZH0rVVQMLCC02gn0lAyB7IL33iVUDNagjAYBtQQK2fpOqoFz5AOtM9wuePFECyhix15jZYQOL3FFmGulZAurfQcMGJTUBGyzC98mw2QGs3E3tEyFdA1tq4BPoQO0BriIakZNBYQEiQ9kgSQ1JAKfHmnPfVRUBPo57WpiQ8QEM0AN2jKkNA3hxWqi2xTUCKFU6f1EdCQKuQVM0ErD9A3Pg9pZF7SUBakeCUjzxGQA3BCz49P0RAXyPYCqN1VEAcvmWBTsdWQIIhPvFgXi5AtTriPRODTECChNMS7YIZQFbcIDYhQipAbPxAw8efKkAsfwKUdudQQMYbzUc3MjhAyFUHiV5/BEAjFWiF/mxYQO3NEZmxzldArev5E9sHK0AqIO9/n9dNQEwDIUwWF1hAAJYk3TdqU0BK/T6E/dpEQBbkapG/7FNArMwkSTkCQ0ArFsuMA4MxQKuMxcl0LERAXQ9yooRVM0BMW2TC8psZQMzG17VTT1BAbqsMIQ5jREBYaxNsTCk8QF0pwrnCSk9A8+aaO8o2QEDumSmttjspQPodj8BWbEhAcLT8k/6RPUDu0W4au4BGQD+ausQlvFBAroRE/Q8tWEAAjP9uZQZOQJAEu1mexjdA/6K2R+mcREAuvDzeRddXQNHk6jnrUENAg6YKyoJaLkCS1sDk3qhCQCjRN+uzEjFAvKWMDR7UN0AkGsOKjXRCQJF2SikxE0ZA/dqBUMwxVkDflEoudAJUQF49KffEpFFAAGFr+nevVkDzw5mRwLtVQBtsxW1nmURAhQbMBUQOWEDG62Aa7FFVQE6XMfJ7vEtAoJNuiGvAFEDu0oNi82pFQMa5qEWUPEdA87wEFaYhDkB+//ml2mFEQFLYHErSUVRAmz0e4EKGUkAKrvCe15FAQNN3D00NiFVAGtRIkQ18VUB213F481NSQP2mqhsZ8ylARPfPIij+UUAshAf+8OZUQFfe1GsTmVVAB56BEwgLVUC1+pznBNkpQPEId8z1PitA0dkDhesFJ0AwPQS1iVDzP2J7nhgfV0VAc9j2jO/5VUAHbxMQjLQ/QMwAN22gaVZAWy0dg/u1OUBIhura1xJVQFR910g2nlFAOQLN5AMJCkC+FQHKpD9FQK3OkGAhjVhAbIMrmkm8REAYX0ab0gBXQAZJTucvJVhAEP2wP0uPTUBXBkd1dP9BQLujQGzRnEpAUW9Ou7NsT0BxTiLwiZ83QBPaS7kc0kZAUb5ehtZKQUAQHfdg0mpTQPKOXldJuj1AoI2UurGRO0A7zJmEC2tSQF8nERqe1EFAexsCed8+O0B9imRln0dLQBid6chLeixAhsJsec7AUkDOyI7qP0BVQNvgTbRrulNA7yg0x8s1QEBzzq+JHbEhQHhpC5Tl0E5Ak5lzjHJINEBgu2EnrLTtPzbzVLr2xRdAnc1xCxGeWEBnE/ogYBkwQPcNgxkGsFRA7VVGm3bmTEBSQnY3ghpNQDVq5HP0n0ZAgiuGuzaPKUAwWd6lKSriP2oCSpo2OFFAuceaUeOsT0CejPwgKw1XQL1c2mmYDD5AgxT0JLE3UECsX0GMIewrQNgyLI+xAU1AgkLl/GWMU0ACoXKmYx8qQMNgITYKnFhAtT9Q44NLVUA+w15GWKBYQC4VLVRk005AUvofX+qtJUD5PjoRTy9MQAM3ej8UPEpABL4TVSTWNUA2eqOwYhBUQPb32l7Y5zlAJSX2bpr+REBewKKLi8U2QHY51b0gVVRAEd9klRb4U0Ad5nEmCXYxQJRuM+j+4VZAiJVzFvcXTkAfzQt7HD5RQKo9L280XVRALBU6f9+fLUAU6I1oZFY7QLCXwHYvB05AqhECa1oo8z+r9UValUlWQIbReHbSHFFAw013HPjVWEBtkYm30yxKQD61oQMr/EpAfgs0IJ3dV0CeU2FvCNNTQIw3kIkayUZA5+LbsjaWVUBd1PDNUW5FQGcvkh1slDZA8gmMGSksO0BD+S79+KQoQFs85h/K8j9AwB2fbBNgLUC0EhPTYeI/QO0QSHAm5EBA0TvAgaXTUkCxkdmmeFBBQHAc92spV0VAYBmY3M0KVUCCCGho6dAVQDdEbeXAvEZA7jKPKveVUkBhpBls/0FVQOw+Kr0Gz0tAYeG64/j/VUBJcjjIDDtHQMxPZpvqXUdA97vpf50dVEBg1tgCagA/QOerRPvFJFNAtiFsbznET0ABhSN/TRBGQFn6wzYy+zRA2FVXeTomK0D6k5fk4SNMQP8FZarFG0tAbNVsrUbtVEBgGpAVNMZFQOioxCOhwlZAf1gKAqMpWEC+57aeUzo6QFtx03SIYBFAEuglk1uQRkCwendxgzUwQIXyqceGpUdA4FuTCxzAJUBKtUMy2jpTQOyQGDl4bipANaWKRfV9VkBblXZE92VTQBmCpIBVoyVAracd/im5UkAoy7P5vxVRQF9LiB/myTZAg+Hb68IRS0AhcKH/8ilGQMUc1D6lhz5AksJu/BQ9REDBbbDeOj42QOyejYcTs1VABDaRt8yeU0AFpRzqudFUQHJ+qoWJ9lZAWdIlLEgGV0Dj2wZ8Fp9PQAbdsaDCCURAwfto2CWGVkD5m7I9tqFRQFne8YrNgkVA7dg5ni5MVECPWTabYIlOQOoNfBzeKA1AA5ncFSoqUkAr2rLmlMY/QNSQZNyQmkxAbJKcfebVS0AIDi6xWPc4QJBHiOeK2DxA/VYzMntkRUCk7Yzl/o9XQGiplbd2a1NAlhOriO9VUUDlbyK7JvFPQB73W2rVZURAl6bwqxyVIEA+b80m6c9FQOasyNZgFkdA9RnYt9lxVUB5TxQg6jVLQLcLC/Ai+EhATuTAnylDUkCHGrESN/pHQAxKXSyZNAFA9jXg8oEiQEBQ3Z5fSfJQQEstOwQkm0lACmGDRs/uO0B4FC1x2AxGQOj8boi4NVVAZStnE/lgSkDroNSoUXJFQA2Sub8lfTBAw6u7dkOfR0C/AkzM7JoqQLcOeZNaLldA10/X0GCDS0Aw5PZ6Vq9WQDfHqF+15VJAZeLTmkPGVkDxiUkOm4JUQHsDw0HnSVBA7iCQiThFWEDbgjZxg4pYQENfvKB/H1ZAfbcE1MYkQ0BRuAYJxepWQMDLIkMf6VRArBy7MNzHVkBGPpw0xrlWQIaQbGFm9QlAcHmizdL3U0B8ux4aLVflPxLx2+D431ZADFOrpS2kUUCewowjwzpJQBwcKpisnB5Ay08xpD7+SkCk7vA2ptpKQFHF0o/RGFZAS25fXy/ZWEDULqdh7hZEQPhUlhIkqVJAn03FSqsiRUBI9rinNJtTQHCVpapO6y1A9V9Q8EwPR0AH/0CWgdxXQDj78QgMhVFAJNloEDsRUkBCyjcmckJRQEWk3JSHTVRA2EHXBH2XIUA9LaC+HKFVQPYkOosgjhlAMXeZ/VTWSUAWksT4JyFSQPrF5/604U9ApLug2ZhdUEBysysFjttXQE4ZJbIDBFZA23KAF9C0U0A1TYCqg5I4QKGvGTYJfVFAFJOeFMv5VECEbgD48Z9RQH30y9FRhlJAnWbMnNL4VkCo1rDoXuEkQJlhFIkPlVRA5xcno6ERWEAT2OMGVsM2QFPJtnEIuTRA1bMu+7R7VkBrIlogZ71CQGxvsieU/UBA424H7VqCTEAKukJ4h01DQGZ+rP2P2SZAbpQi6/Q+VUAHG/pADKBFQDI62Kdt0v4/SLsdNKQML0B94q9tb7JAQKCAdcboMTJANyNOseHKK0BqIZMUeu5RQH1DKxy84TZA5Tar7mxiNEC1RAI52JBCQHWomwt/Q0FAhDD0pxvfVkB8Gyd/2RY7QIp92r95bElA9g8oGDu1S0AkeJ+Ms+cwQPePi+iXg0dAUO+xMAORUEBpp+Ac1ZlOQJW6VWDY21NAV6qHYJmEIEAeMDDjVyxKQIZpQIrlX1RA/rVhekapU0DfkCafYsNQQBz8ID6LSVdAa0YmihcSSEB6lzCT499OQHkFVYZORlNAaBv9l5fPJkANJMVuo/s1QGCDy/xc2wFAvZUhELIxNECzz8q1WQdMQDI+hIY6J1RAyjSTSG+N9D9rcKgcScNRQDZb/+IvsxlAJgnm3N+cKUCMRbM51GUqQIWCqn4hTAZAY0bLYxl7Q0BqEKuUAhszQNIQLkPqryFA3DmbVzoxQED40sY1+NFQQBlNNDSAFDVAEPHNax03UUBT4N+1t7JTQKCop/bxhlhA2Dou+esqWEAkVjA9+fE+QHu/I3nrpVVAhu8XopGvMkDAbNYcPMI3QO4bRHioqlBAw8T2yjpIWEAw5X0jmdVJQCHnRMlCukxADYcI//b8UUAiH5eFGVdNQMUDB74RcVZAZ/mLJSs2VEBEvTYgmexEQAknWNVJLjJAxEyAJhYFMECOZuiqrFJVQISkFdW+G1JAgALJh6L4V0CfUsXwPA4rQLA0iGE8RVVAzec5zmOWTkAMRCslpD5MQAB/UZ6RCVBAlxblrJ/mTUAZdcOs7E1RQGVSb4m3dDVAXVuTvRBDM0BO8V2BuktCQBTBYYNSpFBARzWku+C5FUAc3NmLXKdEQKDuUhaKR1JAnU1ltGxKSkAU90fECk78PzhZBtz9Mi9AyDZPhJHEN0B48zqAPTxFQPvnVNWFNFBA0IfHgLNIVUB2WbF55cZNQF6EdtsbFlJAsRoh1qC0V0Dywrijsq8tQJ3cWU0vLVNAIIR4WOAEEUBw6ZenUIk6QPTsnwfIbABAwyGQ64ilUUBA8Sij68ZQQJ37qI10I1RAIQXiu7GIRUCCZOOkgq1CQNeLuAeOREpAUs5wczHtJkB+fH5ELllRQBnZk9Wz2ThAYnUDV4kpWECyq+D6UoH6P/cYG4ZxvlZAYNePOqrTRkDaQ5FsiABAQHzUrK4AFVhASu+p3k3QK0BzuaZ5MtkhQAw3ahg/Y1FA/mCukW5+TkDG5KG/gxo9QNQ4+yW9tVBAyTtcrJs+MkCEiojy8y0sQPdVJDJA7kRA/BNv2a7rTEChjMa9NX1TQOqDCMIIQEVA0ZkqRh4HQUB685ujAHJXQGLkNpsO+VhAclDZAcErUEC7lOBkwNVWQItlcbNyBVJAAMdh54vfhT+KCKSCfypSQA32D48crU5AkiMefweqO0A+KbBWmV1PQACGktLLsyhAmuaSRZkLRUDHZXV1IRNOQOQApYnXfVdAuAuPK3joVkCGUXji69JRQAoHFwkWCEhAyFWGJiEaI0CNf1VXIRwtQI3SWiLtolJAg+kPvPQZLUA5dydfudQxQEY3zprf3C9AICM6RAGMUUCT7oBFfYkVQFcyYwvx2SNAP6dSiWmFT0CWV9njbp5QQGkuF2bma0RAxU0T/vopPUBiOLP8cmZWQMGX6zwmP0VAc/qCWmYhQEDIAURwAFVQQM/G6TsS9jFALYqLRvZuUUA6vmu8Nu9NQPlBoO2jEVFAPi0MRaIYHEBLnepMrbtQQHAko8faKidAl63fM30AL0D7gtMGlXVSQB+PWkHJsEpAU/Uaqb4FC0CYX1cwS8o3QBGZJoqCNEFADBJJnHg2BkCYy1jtMXUdQOVdVMDKaihA9dOhq6oiVEAidPfvennwPxVcCQ0PE0NAesj5xl8DSkD76jkTbrFSQHs3BSQ87U1AsBhvbPKNPUBPmybw9kdYQL538BnqMChA0uPU6LquR0BsjCW7ljMzQAqkzFtb9jtAOIkMgdFyNEAMHmfOcco1QCDnqpC+KxdA6PNaA0KPVUBq7yMfNKxRQEKfghGw9g9A3on7YJRBU0AVcTSNCBtJQJBClTXAsihABocMg4mlV0AHFpgeya9QQGZ3pCwByVdA1rfAIaT2VEC4uNoWnVI9QM3HlJz5BFdA6qPqNHXRT0Ah6ZaPQ7BAQJCwK1lmSj1AVZkEp+8GSUDz2R99r4JWQPfd9+dYVBZAa9EMoxPtUkCz9QnoI3dPQLejqeDRukBAJqk8ETIQUUDPl6cA68oXQJUqLZNM/UhAUaS0vUPOUUCPE7Lu4F9LQI8Q1Gi27k1A52VoZv7qR0Boe3uPzVU/QDjNzucKgVFAWnd6x9qfQEAyNozokstUQPkOI8AAlkZAbvSgy7CjVUAJLiSzjKFQQMHlQxBOM1VAMSCe3xRQWEDEyt2OLodAQNdzTPyPyExAfTeR+0rpVEBwsKVrYh1NQMp1KZxdw0RAKUV36WtIVkDSsSTl4ipYQAtw1hdrYEFA0enxgnnDUED4lsQ5CHdOQH4kDTTvqzpA89+tGe9IOEBHNHTmT3FJQBlqXsGjlUNA8ttkEZbmSkDUTzirBVEnQO3pySWEJUlA8m7BaQIUFEDuzqaJIWdFQG3YEEGYUVRACLvLmza0VEAMMV3m4blIQIRtGij4sxVAyJBDsmhLUED2kC6swX5YQJ4RwL8DPFhAWi9b1S2rS0DcfF1tLsJKQOdNFq9s/lRA/J447etLR0DK8LKzjo4bQETN3H4AvFVASowwmYLeSkAlngCfvAdQQD7UZ2KOLhlA3Z5ichFJMEAqz9JbMupJQKFXKUAiGkFApU6bcoAmUEC8ZElXwPFPQG+qlLfKi1BAPwoN12GqSkAWup30lGJTQDRoPRIWOUFA58RiieKwJECLEUkOvUo/QC8fI2LHA1NA8uQaZoM1S0D0zpmredRVQNaj5XKBz1JAfPP7Ixd7VUAKmHsGuoZJQHwNDsn1QlZAHEGGnsmsQ0An7EXm+OpJQMwJ5AVuZDdA77RErylEUkDnrNQGEE4UQAkCtDGXZlhAnHcvvoFDREA6WGEw83RNQPkGRkLDNUFAUMk38IQZUUA1Ux/oKh1YQPG/bDMUNFBAAXqWk3CYUUD6rGmobdlWQFX01jY7RThAyYTKxuC1UkDIjhztrOBEQO2w/O0z4lNAF4qF4LFoCkCX0Sxdyj8sQAwxbjijmRtA3Aq5kU6MWEAcjzFaWF5YQB1aCOeS+zNAnyewwK0CWECShhTOWqNSQANA9B9EelJAfy4sOYj4VUBDPhBYS11UQNIInHyRbkxAte+8XANSGUAsGx9Gp51WQJbqP3KQj0VADbYWNYFaVEAA9FZNbnYxQHcTF1bXc0JAmuBktKvTUEDdYPueYgBVQDd0JS29hCFAwJFbBuNPFEAHPLdLTMZKQKJBIw97bFNAdyL0L9KJU0ADpslBm+JHQOFjuAh7BUBAHX/wKAc8R0C0a4RN83RWQJrujbR7RVhA8hvsNDmdMUCo6Ob05tU4QBIHowB1sy9Awz85npKJR0BGnvG4RWE5QIH7sil9qRZA3MaXJTIs5D+Kz/YILbRNQG+EaDGf1UJAnBmupmIsTUBIP4TtaDZLQPRIVWYFTSdAYikT1mlXSUCi71NA1O9XQOJnNwvI9ldAJmPRYI9sUkACy5/MKnwxQB7q6UyI7DRAXnd3+CcQLUB2QhB2jhZFQMfOL8kSTT9AsV24dEMVTkDovGmOa+wzQIg9Ej78oTFAGt0O725qNkDGs4v/AoxNQMUTBl4FeEhAdv8wlCn1VECIbw12DQ9FQN79UaEBIEBASJWqEOG+SkBvF8R0fo5GQBwp0crtahtAtw7AsttlVED6pNyFdRtWQJuEAvCh5lNAaFBZd8opSkCNIGBovppSQObrf9TZ4VVA49xVB2csWEDele6V4d1OQBA4jWefXOw/27JjOe1jPkCMg6rJXqhHQF2HYNwroUFAk2VfW1XETUBFDhoh2FNYQLFMRvba9DNA4hdv2LwMLkD9K5pKy/xVQH54L5FFJk5AZccJGLLGT0BW7YRTjB1UQM5ILnzwIldAAJZ9ovL4VUAZ/o/QmgkGQMciM02FF1RAeEEGBVvnSUAW7ql5OSU7QJJY9H780VBASys3w7HpV0AkPOi/vIEIQIaHSm2TzVFAEplF9FrI/z8Z5P/WxjUzQIbTImyOAldA9u8z9hVVTkCc5ib/R0Q2QGlDLlvC4DJAP1ETEmgsWECmk8gWvyVDQLw1jONstFdAZii/+SmVRUA2rI0yQstHQCpImi0mazhAysNGviV7OkCmD8F0u1k+QKpxdboj71hAzrUYx2/RVUAJHTfX0Mw4QFBDWUyJO0pAMwYJq+9FO0C6rSDl+YBIQEdQHiL8CUhAoOxY2a/CQUDfCyNpwo9RQPhXjcw5JlNA+BcndJt4WECxpjjs+U03QJ6IV2cLXVNAs+zwfsRuVEB+s/NGXyUoQBJ8JrK3U0BAiWZ/YJt9VECyp+mikHQZQMDNy40A/VZAmpEC/oinMkDpkHPjCwxAQGDh66Wy4FVAFzREh5DsOUArwzPaEqdNQAw+Jf8gHjFAY/JLcs4IU0A7Runau3lBQK1412SCZUdALSAHvG7bQEA4VBG/VhtYQAQps6LDJBRAreYXWlByUkCcx7EuGp0VQOTX1T32Ok5AsxyNppoxVUBCTBmQs0xKQKTjyclsegZAxm4o6C3bE0A6bN9fR/g0QOjmSBhVk1ZAQE66DdL9M0D+A28cBwxRQPTUIsK8h0RApl8ay8i0OkCvzK+EMARQQCzWUEx57jlAErP5uubSUUAuxDtk5Rr4P5MOWPPbylZAbDravg6BVEBMT4Bod/1GQL92dUEM1lRAMAR6nVZhEkCataef4udTQKIvVWgS5v0/mj96alogR0AGf61NCXcDQIyKAAaCxDZAAHSxL+T0RUADYDzVKxdIQGTf3X6ygjhASFL1TRKkVUAESxfs1qUUQBg0K1guKSVAtzmV8bIZVEDOe/0VulwVQHoWrQSPcTZAFRor9mqCU0Dvtf2EZAw9QBuwQSWochxAqqFhuzsxP0D6oc2i8wY7QPSQ7t+4SlhADtAcRZLuUkCq6AoxdQYaQC1gCIobdzhA2Yesj+OWTUCUD37Sd6dXQH9MuXxIxUlAqK0S5q3cOUCVvEyZQ54tQJ4sDWQULUJAE0PiOQ+YWEC0vpQG+0tFQFibTwnHJ1BAByCMhVw5OUBNrFGArCZVQK8Ypn281FVAQ+8OlgeMWEAQ543BHbhNQHiC7mLxvuc/4ONjNYn2TUCMb4Nv54z/P7alKp5WcUBAhwGAP9mMUUBIR0BjFBIkQFzkePNyAVBApb1Zi6f7R0BQrPty315UQEb8Fuw1vDFAgHBH+xRAWEAipsNeLKw3QOkox7QwAUBAiZigz5fpVkDwzMlEUz8oQABpSvWA/0pAYHabtoKXRUAtmm9vvtk/QCAyr3L2rkBAi+wi8doxV0AxEq6fYmRQQJQWbjd0UVVA38L8aX+8VEDARhFvG+EiQLffCSdp8FNAdrRbk5GbTUD4mINciv02QKiS7Zv3eDpA+UdEV8NbPUD+icOmvXIwQK0f827IMldAZus+m4/fTkDcx6FOwDBTQC6xxN2vBy1AgqELuAg0GkAZ0bcf1VZIQNSG0EdIukVAR8qoG/8cV0BOfvtf9nc6QGCjtFVoclNAh4LuTmLZN0CUpjLHMTJLQHwTOam2bUdAPI2JGWJrV0AuFXxoaolWQMnkySPKpkJASB58PYLXV0DEgdCBySlWQCNGmsBEJU9Ay8/I5NSHVkDo1njvNMk4QH5biPH/41dAEqjnA1Y79D9oJdBmdaZKQKW2l45VnAhA44b0tzF2S0A/es+s7KhTQPL/H04lBSRADmf84+x1OUDSztn5RYEeQH1N0U++Yz5AGl8m/y/XQEBJbf0FF4VHQMpeKKsjLiNAsJtGNTCmIEAM58COerlYQLSX2qahJUNAh69K9LJTJkAGTPZ6dGlEQKtZ7B3fRytA61LeE4+gJEAv3Wt3uew4QP6ltRYRCFBAZVAW6akuTUAPR0p4l2w9QLA77s/ygjlAgAp2EAwtUEDc+9XaesFVQKqQ6P3T0VFAPGDEaKJuN0CinHPyXp82QMAQMt7cf0FAgXrrcaXlVkBHV8CCbzZJQKinbHhfIldALD57aAhpKED0ldHuqB5TQKfF/0+3RVVAhAegSFWORkACy2kbntY9QA/+EJvWqlBA7MR6IqB2QkDSUEXLjm9CQBRneS2p++8/IvQEyJfaQUCwjeg1rkxRQPaxHWOrgCNAjF7ccKsUU0BB4he6Q/tSQNGcuBRJ1FdALXySoSzCREAcv+LOKiZVQFZY+asULFBAPL4rzjTBR0B0TZ+Ag/IkQGLCQAaS0lNAax7tBpleUEBydHiGyi5YQHhdK6/9UEpAyKuFPPYeTUAyKDniephVQPxsQXSLrEBA+X5ZKph5UkCGk0YhHb1BQJAKklYqukdAG3u/TfcvUUBMi3C1osdXQP7qVrWlklJA1b+KhxBgRUCJNAcihI1YQGohuDBDlzxArWgtq/J2WEA9usgbJrlKQLlVZPa92FdAUI3TumN61T/8UqVZxMlWQM6G9FpWyEFAzIxxj9svS0C30VzW8QJPQINYHTRTGVVAEecVJOPTVEA5VmmOmMZYQOusUjE6ilZA5rA+QcMbJkAGcUImnNRXQFg72ypt8kVA1eBAfyngUkDNd086W9pGQN6bIOE00FRATDpOxBYcSUCaYNAWihlOQNAniCMVfyBABA1vd7neLUCf4RSf+M0DQIIUuIF2HVRAn05oqFVhO0CH7c5xuBRMQOA5wzPxuTBA3yxMw8HwMkDZyXTIge9UQFAmVryEbUZA1BW3hmnnGEDu7L8fTRc8QG6TAYL/wFJAPxDSjFLJDEAlK6IVfk5RQP1eDTi7rlNA7wKDFHnbRECf+YfJFeZUQJzgQ9BIy0xABBhOKU0bVkCspYub5oEkQB+A3uwQo1NA7PmZbNudVkChvCJ+f6dEQIjzLemp3VVAViaLAnPpIUDV2GgwQ6k4QNNa7ggHQEpAogNSvFSZDEBsESzPX5ZMQKjj0SKlrkdAFwVumfwLD0ANPJvqWZ5UQIfGYcBG5wtAoM+cyEsqQECqYHiJEKVAQJxBvD8DP0JAj2Z44r3DP0AXrDQUPklOQBIJkW+Gai1AiAEQnYRVSUCidH+e3txOQFlfGE+oNFdAFUpywWAtUkCUhmVQKv1OQNpfH+wHzzdAZ2ZzU/bEL0BWqHoczdRGQMmHnoD5dSdA9R61hCh6RkD97Gxf6MBXQHdiyApZdFFAcwCBrUdST0Ctvt50bfNFQAoXd6wJ9BRAQz9LDB1HVUD3QVAmQxRQQH6DDWVJ+gBAAfQVCnf3SkAE13Re4W5CQOiKx375GFNAf0uOFp67V0DmSobMO0VCQMacBK87p1ZAE+YTGfvCAUB95K96Ek1CQOupEcsM80ZA/cMCP7UoWECdaZFUsgRTQHr2hgWmVDtA8E+t3H1iIUATVrMMVCNSQDuF/zea7kJARBk0leMoWEBu31ohpOIzQG6IzOdgRjNAJF0tXvn2SEBNZQmJUEdXQFsr6YC4CU9AJTNY0l1aRECoTJwunfwnQFZEUA6bCvs/MMDNd7LeVUBX2D6Xll8yQIzUD4Rr7VNA3PH6JOyeVEA4/iZ3mbE+QAvv6Vfsq1BAfG/2ZgrLUEDmGBimk8xAQC+iFLerTVdAh/tU5t/wBkBIAxWKDTlIQH6mGvnZmD9AFUode3X0VUB5cd2cHpNSQNY1FNb/O0dA7VprdNcXQEDiAcVHKbVSQCSBs3Ggkk5Aen7QebY2SUD3j8TBHAVSQGvs8UeVT01AQ79QAIFpVEDbs1W2c/xAQGMAZ11fWDlAq2FKrMeSUEAtCF3b710cQM1GXf5UJFJAJCmZAh/oUUDpiWTthzY+QONwAZrtHklA1WgoY/XBVUBfXQP7pAxXQBgif2qw40xAVqVkQyOnN0CI0iiEv8RMQPEpertFAA5AvO5qwnklSkBwatDI7SlVQKb9jU/g7E5Amow/m8ddUUARHGoci6BCQMfip0g2SlhAeHQcSsJSUEC4ALYYxIbuP/ReMjJGvlRAxNhltkkUUkCXwi+84Nk0QBF8OIKaOE5AzHI0xeSNSUDtn+SBuzZEQMZtILI0IjhAgm9o/bizNkCsUShOTYRIQCA0tuzgkUFAg2hzj7rwQUCVXqs7aXFJQOpp+BFYyTlA9eSN/NPDQkAfT9yuRfhQQHvOPFyeAklAdXD6Njj/N0DVDyaUFHZRQKklzi1mnEpAOuP58iyYQED8tKe6QdBUQJfLrNGmcENAYveKDE5LU0BKFjoMAZRRQF5mc9hZ0yxA0E9OnOTTUkDiYpLzf+ZCQG5MZcprjydAoinTRYR5LkCpig+GbC9LQApEe3GAbVVA8vo4u540UUAz3HcorURWQNrviwrJiztAFbhko6duREDSau0uJVpRQHI8THdgLFRAGBczScW8UEAoPXe4rpcvQBBFMporokZAlaxqIGwRS0C0/z7KEyEYQDZ7r+FWcSVA/JjDOpjBS0DDroJAiGJKQCR09WMefRBADrQDOFHxWEBqpoHcHsNGQK2weVWYelBAHRPRLrU/TkCeG7sCiSZTQMM0F9uG3UtAuJVS/7adTUCYMoO2l0tHQOJOkCUIIEhA91OQQVgPTUDLerPC3ftPQJKVsIe3LzBARJ2c0+qjWEC9csKQRJtQQGE4DzWVkkBALjc5JyS3RECkmmpSN4ZUQIYpCo7msFBAPJyvq2GzR0C7h9OotYxFQCV9OW+DaFNARdUU99eGS0AZDWTIHAlXQGOg2vNhM0tAvFX7BsqcVkC1rnis52BYQPZHZTRDo0BAs+X7arYqNkDCFBQqsJFIQFuBU1GD7zJAmdvPW/EMR0AZ4XU6yjlIQAlUBE+nUlNAIdVQbHDsREDsVmT12o5SQDbOTxrt5UZAYptkfLeDSUCN+0xpixNYQGhC7B7OgkFAwmikU6kLTUC5FeIwCBBQQLC5I6SDx1VArCOHRiMoGUDElWa0TelCQJhWYXYn91RA+/zP8jYBWEAhXpJcyFpGQKr5zqrezQJAuy6CJRNITkDJw1dQalNSQLEjtjtVolNA6vvm0qHLUEDrTYA33n1JQNCUlJMt4lRAYoqc8sAwUED4p1IWtsAmQCJUZ8jN0jFALUu4egkVTkAobp+6mgBWQNhBMAgUChJAQfN3QfcvUEDCHx2XCNc+QPudADotNklAHmzfKCSBSkBG2Z1J8j0xQODwchtt5bY/NNywPtMrU0DYZwLjm/tVQFnHVzm4dVVAeleSgc8tT0CgCgP52vAWQHKOzOnTpFRA8xNlpFFHSUCXn6PmS+Y1QMeR3//dNUZAnF/w2AcJSEAyMNkuf0BYQKLltiKPkytA/c+YDtNCQECiAJlmFs1PQAWdGUsSgVNArIK4QXZ9V0BX1U2ifsY/QBB5odsOc+0/4A5FPEgJQUA376xCSz1NQJ3X29pquFhAsh6Er1sfVkAqN7WSgEdVQATs1cErizVAWusXTLeGS0AiliEUh3tCQFBKSAk00k5ARD0abhjqN0AmjvhvOMsxQCGtMAsawCxA2ydsd2LZU0Cg4wY1lCpDQBzFartamRVAIJ7Ffx3sFUDvfbpHYfFNQELX4AhkYFhA1HdoL9cgQ0CTbnFnxyRMQC5L6C2pfFBAgoaO+IxZTEB8WPfCcuhTQNtt6ZNSnT9AiX5u1NT6WEBK5kgqX/9IQOJGiUoLJEhAR5w/7bSfGEBXKjI0mqhUQNuyXLo1ViZAtqBrZhUVK0C57rA5fJlTQJFuLp+lY1FADl8kiBaDUEDru6NcrjUwQLhOmmveAxNAg85eZg1VO0DDBVJZmQxFQKr3E063c1VAljJIT46ISkC8JvyvxsVYQEq1a483eChATeJPGZnxKEDTbSD7UixQQOgCFVii01RA3ozJ0VmYK0C+k0RjyCgoQM4uXU57uklA0Sr2Xs+PVEA6ytmSyUlWQAqM/eW9RzdApSzQ2iROSECiRJYOE0hHQBukx/bwSURAfPFJdfJsIUCBT8cKTYpEQFqBjWvXtjVA9t67vqkQRkByGZpP3sVGQIS3/OrdcDRAIgDaDQPcTkCo7omU+H09QKpKLOCTmlFAx7dPh7LRQECHsJpvWx9HQDyM90egHFBArTt3jMMCIUDV3283nwowQH1PhFu7s1ZA9H2eG6KkFEA/GJMQ2bhAQKZ8qjlBD0tAs8csreAtBUCtmDYP6T42QEXE0g4xE1BAharimNAnR0AxkBfm10hRQNaF5AIigFFAHvr0oRNYRUBjjx+CITdNQMpi64FeXlBAvXeScajeI0BTQvAcuO1VQKZyPx5vNElAQvysCAlEVUCYHW8mIJ02QGfmN07KXyFAexwDcj4IVkCpzvqudedKQGdlgGB0Vw1Ac+Rz/Bq6VEBah2Oap8dSQPwjSbgHXCFAON3v+4ZLRUCjWEcAjHtHQAmWT3jle1NAgtAtBQvaVEC3OK2mLj45QPKvBM7eoRZATszw/G5NA0AmCE/Rcuw9QLJ7S+SUG0NAw1iL1xj5VkD4/adDOd9QQJRpELEGSFZAj6d4chqmSECZS9ULnVZVQPT0KLAT81ZASsRPv8isUEC4hvUQITtWQH5aDM/BfUpA0Y4lz0CAUUBN9R1ZiGVTQJLoqWBYORlAlCmV2QIwUUDqFYHvWmVVQO5LZ3ZSDShAGeI34Ev8OUD6RxGvQ1oxQM0SdTBaQElAD2t8PhupUEDbEeb9mPZGQAEiwUKHlUtAfrkVLGs6SEBgFn3kmU5WQKUbvV/FPzJAj4MyRGFhVEBuCdtsNNlNQAL7N6lZbVhAi9gL+oqZUUDyCRmEQXtTQDH7KjgaHSxA1N/d26S8NEDDfbrpvKI8QO8InpbZxDhAON02ANE9UUCUkOB190xLQPzxEUEjDVhAtL34r+u3UkA49G/5y0MmQEIIXLvo/fY/8RId1yyhTkBKt115dxBMQOfhVRklVj5AZj5qErT2TUBaddp5eIA1QFUnCI7c+FdAbFEm8+mdVUD/6V8ToP01QAGGzWXzHkZABGZum25AP0CJeAbtN4U5QEfow8Ejm05AYin9cL3mR0CroLDb8jBAQLAKElbGN1JAs0KMy0UEQ0BzlxCuRa03QM5ubw5cMylAp2OCNdl8MEDHzu6xCEdRQNoNOMVdHxFAZrjkMMSF+D+MaIPXPglSQGz1O1JhVVFAgNdRS2JpS0B8jjM2dPUsQCSDS0kvjlJAHKzNk1GjT0AA3eoIzitEQCLLrtJEjU1APrio6VB4VECaIUX9VQdFQNDGK3ysjlFAQlvcEY0rS0B8B1pjKiNNQDd0aI2fGVRAEPqEDSiMQkBN6u2sdX5RQHoJ5fOGHVBA1dtyeFlXMUCYqg+arMdWQOQSbE5F80pAji6cVNhIM0Bcm++G+BAKQLaXBoXTLkNAYuLfsYqmVUBMycJe8aFUQGVRVMAUSVdAzb+9dbgtWEAocfXl2UAwQKiE3E5MWkpAT6jQvmseMkBPBS0fPCxOQNbtV8iZGVNAFzlNNEYFQkD3GfN+7exRQHR2rOrbXk5AL4mboVv6JEBiNU8GZlxHQCwR9A/ehFJAxEYQEDFUE0CT4xReWAwWQAfr+9eUZEBAsJw7jxceTkBZxw+v5NpYQLDdWDLwecg/sYKyxIlbKkBWM+BzO/BUQABEmxZ6R9E/wCo9ERGQRUD5QY2G6PpQQIxVvRIVdkVAg1ghIxSmTEAtoP6fnGZRQBNDwCM/gEVAxmOozVEpJ0AvUTf1JhcgQFfkR2mQpztAmdVw4uQEUUCOss6v5OH/P/CnqXdnvENADFClh2DREEC7G2+zP5dCQJ7g/Ks0ZgBAewm2nP48REAUusFA5dQ8QLPFETmzh1dAAQI5DAjqOUDARHY25T1NQE5HOrrZmlBAWMkP9cDxWECgitVI0CJBQOeMdtTbf09AhlYIphJrSEAatLZnC7s2QG++rw4rQkNAbJDCwmoYIUDKnwP2JmYbQCRlOg6kJ1NAusSoMbFLQ0DapJxa9m00QPkSHxXxE0pAh1V4wQJSVEBwyNlZo2dMQELJel6hmCxA248rKh0mVEDi6dJBbIQnQNQOJ3jW8khA0OXAZgn3QUCdOyFYzL45QFP94jTJlVFA0sqss+iOV0C+PAKEg8QaQOagFUtzgUxAl1750YChO0ChRVlWajYwQKHMNCqYjzRAJ+vv/Rt2JECtLVgbZ8tQQAvGNKvFoD1AWjJ7daDAFECspwq3ZpIXQP5AxzL7nxpARr9hpNRKWED3Q+DVfoFUQOZlOlzkmkRAfQ1RlwHFVkBcOgGceWEgQDQQVHSezU5AUpSttLqMJUAoSUWe3d9SQBaaDHGSWkFAR23yFe2RRkA2j7evsT9TQIUVjAWWZFBAm97u0ilsWECLgqeFnhFUQG1Y0H6OP1JAixrfnmYvVUCkQ+ZiexpXQHThve/UF0RAz/wX7wriUEAax9lpQe9DQOdFf6SvrzxAqcoxcAXQCUD5Mv6gvmZDQKL7c5KSJhNAJpktm5CUQkAiFyWqq2kvQJiBx2LQOUhAM8UbRYMuSEDIZxTfGQZRQA6hB8bVLz9A8Lbq9Z8u8z//lZ/34iBDQDBfXtFMyCFA4igg9WFnTUBq/4OpYQhGQGgrFGtxkDRAANkMevsuSkBGZbf3nPEuQExY5fGZzjNAoRERbc4IWEDaX1ZfnDtSQICpOUa2yFBAqTNIvOjsUkBTtHVcS1tRQFqurg8LBy5AsvXQFEP+RECWTZIKxKNWQBR+Mm2bOlJAuC7MK1mHVEC2EY8osMZJQKHJs7z7fUZA+0PTXildMUACEed/mCpFQCAq+JZ/hlVAG9wQlAABIUCgHsRG0sRVQFD32oGJOVhAh9Nn4PnDSEDNOtxtEZ4xQEudk4NuXDFAE1ZF4zL6UkCiKrpMSoM1QDDFWNAeyUFAQ9OTEOG+UkDdc3e5BC1PQJDdzhpDcFVAMR8IhrkXVkA7wpvt+xBBQFEodjO790JAbhcHAr5SEEBDwALEVUhGQH5y4275cEJA2aXtLwSlWEDoaToKpa5GQC75CmEszz5Akacv8VLuVUC255Jh+FJUQBauCSO7STlAYU/LPGfUREAatCVzPspEQE/9riZdpVNAvvsZw+amNUC6L4BbNB4+QMRRnOMLS/M/u33axM3OVECA/F7enVpVQC4ilLds8kZAIN3ClGZxQkAKX9bSXxU6QE+UINlSy0tA+IPadC8GU0Aj2qcMCpRUQH58PtEACU9AcbdCjumYTUCSQQKQpKhUQDYyqGqlPilAbnSFbOtfRkBXv58W0L9AQAVUYWQPWkFA6MDKeJf4LkApcRUlxCUtQBeKEcXfB1hAPvEMLA94QUA+y/wgTIRDQMXxPxBg9VRAhw6MwjGbVUCj0a7nTLxIQHf5p5LaaVVAsxLvOZzhUECwnFRulp9SQDRt0iQEkkNAxHWnMp3jQkAKydPHJfZCQH6jTqGiDVdAn3GggkG3UEBmDbgZhq5XQDFMvlFaHUVAipHhfNn9UkB5ryJdHgs1QClz8yjRWExA1OiIA7uUPUBQ9W2G/5tUQAERZi8atUhAhnutpgnDN0BmZ6ckY3UAQHGWUgIqCk9AXs7bBhv/V0DcyrAOQbJVQMg7BpJqeU1AORsevrO8UkBEd3CBzcvjPzUripikEERA1fywh7VtUkC1d7DZB65QQKLcjlbm+jpAezqbuKTGT0BNOub7AwlVQMUWvQMVKlBA2q8XO6ImM0B5uFkYCBFMQMyB3rJ540lA6y6DAq6ONEBFSiqsCBtFQK5NteNiEzJA3K1/jn4JS0C/V39rLd07QDUxx4O/rUtADMgTtcUjD0D9QB6G3nBGQM3fa0nyx1FAGJZcTShDU0Cth29Oc4pJQM5lWUdBdlhAvIiAUjfJSkB5/EXbBQ5OQIhg3ikHOFNAZ9emU6vTU0CHpUuT9QpRQP6cdhydOUJA3vQTeBChVkBpRrQM96ZRQDhlx1hDEUhAtHecNnL4UEBcPaTPq/9TQFjskkxVNFRAxBgj+I6iUkCSKKkiifNMQEWv30HYf1BAsZrbjpavR0D2yB4qJ/JYQPAWVHhIskJAMDg8f43pT0AkPMQUdiw4QMq9SaZPWVZAJg4iacmrTUD0PS/3ESIxQBJBo1XlmFFAI9sl5gs3OkAcwg1C3Hc1QKbCOVfDBD5AbOvFdB1YLUCp50/xPnYZQP33x+3nQUxA078HjsCnBECYXMxQGbQeQLzKuGpSkU5A/4oWAWLwV0DgIvGjdwlUQHMAaBz+tkhAMvjIF+KYQEBcE7UY7RhTQPTmq1E90EZAIaSLT/TsP0AASvqE5y9SQJK0qwHLKEZAKBOQ3SicVkD9WkJJ5ddEQHBOFMHCpU9A6uC/ExmTSUBw2qE7H3BUQNH/yM5HvVhAJsxQc2A5VkBo/6OjoNtOQPgTjxtt70xASxsdUt/XOkB9IsVvXGAoQH4zTdwZ0lZABf+P7+HTNUAlPrn008JRQMtoxzhqNkpArtItCJxQO0CiDAHI4T5TQE/zP0w3KVdABeEngMihS0CsO1GPXYZDQHTC/5xeP0FAQa/vW72zQkD5EG71jhNVQK1nfuv7mlVA8xM6thmAQED53we1aoo1QKB9eL82i1hAl2I7v2K6MEBb/2Qn+AosQP3W6c8byjlAZEHIxvz7VkB2/GBY0Ho5QMDDb5g7UjRAdx85g5O0VkDCWLdiOfsbQMpnbeQcpkdAT0LQ0t4mPEBtler2Z5BXQNDNwhGxZSlABwTU+nJnV0D6d04CkuAcQBKawsMyYixAb4ZcL3/yK0AslUFZrFdVQJjS2A+sRU5AAvfZMCcV8D+UqGrn2C9LQFKXcrpHCFdAh8ahOA8CK0DU1NEjrkVQQIJNLGx6xUVAln5IwcesV0D4615LgA8xQNZy5HoDNUtA7LDpTigxPkDvJPfRKOpIQMT/0hTVG1JAprEFXYfQLkCbMwRcpPhKQIpb9qXibkpAEX/cUwR0QEBSl4qkK8FAQIRkOMHxFzJAanphp5xZMUCARcUuaJ9UQIEoBuXWDhxA2tawY6S7N0CYOj0DTuIuQKfVJmW/PEpAt01TAXqYWEABUfjn2nw8QIjdj51hqk1ANjqGt8Sh+D8b2fIWI+JXQF8RPWnlzVdAYMyCMHCI6D+/VFfIm1syQJc7vB5ruT1AQmYE0RT5O0CnKGHOWulLQCJ8wv8w4lFAmxJiJjqNT0APd/Ja4L9XQFAstTXnoPo/sb6xC7grQ0AzHMp9QDpWQNjW8zVOtlNA2JlsZCCK7D8wdN/Iy3RVQL00J5jPKzNAoJNYJiLAQ0BO+QmNYr1SQPct/pmbh0BAnsX7jP4sRECsc/jLMypTQLFVUqgJ7kFAEHAHoPcRU0Ck2RwQoPlRQMe0geFs1E5AyYJvXB4DVEACNL0T3uMxQNwJUsvTOEpAgqnAV0mcVkAXFAqPtWhWQLXthwtNnVhARo4sVHRxTUCx0qBw2YpBQFFR6uHdNFNAULWKK3p/SUBb3E6ULHZGQFmOOfdJL0JAEPeTIwxsVkAoCtcKzjATQGgnZt8FY0RAUJIMP+42EUD9nTKQOSkXQKNLbiOGuEBAIJBhTUe1sj8F/X4VOn1VQAzZXH2tIUBAsd7IS0U/N0DDQVjBxR9QQCCyc0l9LU1ABFz4lKqHLUDJDPziZTxTQCAs9z7TqztA6PEDgambQkAKg6bTWzxEQI5zG6cYZy5AvazwlBKeSEDCH2NCR8RSQLJTsdTMcy5ANvw2CVt1LECY65Px954yQO8+gZRil0RAPaa3VqnSSkDdk9dcQ3tHQPE+NtA+QFBA3GxdDnyBMUDzTTpznZRUQJ8/SuPERFdAQwPV2pHVJUC7pYv08G1TQDP+rXR2JUpA5aCaxH+iRkBiLBeKuL0yQGS7OB7T5VdABuECkaxDL0DyB33MQ3w9QBdBUB6FNUtAFCDPFbyHU0D3i43EkflRQKj4YhcjwDFAQNehi/8BVkDXN0Sdh/9SQJhlxLaWPlNA72aU3EYSVEBTa1HAM5gzQEGy6jfQ/CxAM/KWni1sWECh8bz1Po5VQDlf1aMiJyhAhfvvf7BgVUBZdI3ffDdVQM7RChJI0UFAUj/Kf/XcS0D4KorP76VUQP0/oazBvkVAVaDyagiNVkCwbF/NxN1CQFzDpUiO/UFASibW/5YGPkBvuBLzomNUQOMBxNKuZDpAg/5lPcVuREA9tjTPoK1DQOyIKXHBhVdAEyF8oLXUUEBLUd7hzcxVQLIrcIn5lEBAABcHC1tbOEAVwVddJZAeQF245Y+qK0NAdOm+RZ2NVUDqckXsQ+dWQA4ueADap1BA/37vkZh8UkB+zs3thE1WQGM3SjUxBlJAF/xItHW9UUASQSF6HW1TQOx+pEh7eUBAsGhHq5g8KUBzxgRM4Zo/QKEWazTfC1dAjDHhpbfaWEBaO+GBwYZNQMR87vPXdzNALH3vB6N8KkBS5dIaj0FKQKeici1+ZVNAfdPagvamHUC/EXVOjt9EQPcB2t2LUkNAjAgEImX4VkC26w+4RG5DQMrY6IQs8lFAcJF27JMtO0C8bZhfIp02QJj8DtcN8FBA1Mlj73+xK0CTaJP7FuNRQFR6Qk0cZzVA7Ohct9kHUUCC45JOEzlRQCalIDGcOVFAqUJlnF/CSkDJG13UsJNVQAKZDYsteVRACcaZOTqFU0AM16yE/0s1QBWLMWgDX0xAV7XL7vloUkCPAgn06A8tQEunY7Sk0FZA7O1Uk+yeUUBF5i1cBexAQGlmCzM4hg9AQ+sRVYFHTkCVBufWBEJYQJoxw/057lVA25BxJQRHVEDwPz4jH7FXQNtj639T2FFAlDRciHVaMEBtUB/zee1XQMAsTpXSu94/8JFyYgAiUED1KfF0ajUzQK5P5smOjVBA5igOBJtmR0Aa4/FFx/VJQJaXMFCzmlBAMWw5LFu4WEDA1GmCk8FCQBRV4bB3hVFAi/hiUuMvUUDGn3clYGpKQCVC+8dlaDpAdCTn+w2YD0BiJXsr1JhYQEF/T4Ex3UVAGfIMbPVXQ0B0/SiBkAJWQMhUUIaoxkVANQlirDAnSUBVJMTWh9xYQLtAtS15V01AkGY/5VYAGEAoChflaX5BQBjUcaXmgFRAI1zumtn1RECsg7+em/owQBqdt1hdAUZAAl4vwlVbRUARpO6xAuZXQLrUFpQkX1FA/G5svaOzTUAtFCovxpgzQGKIIfWC0iVAdYa2urdsKEBqGJTjtQ5IQL3DvV3znFJAR3qtJppfRUDfTW3LaUpTQHgIvPE1LlZAUukPtvJUVkDY4rDS4uQ/QKxxDsp9BFFAbJzl8jRuR0A2Qt0zEolSQDhjF2sm/FFALsVv3jVHIUAwwi8C5O0xQKErf9ZGcT1Ai2Qv7V/FUkABu/b39gFBQJHKM0g7RTdA4BXS+F9HUkC082iDk15TQMO6XHwDxUJAELOlyPcgJkA0YYiu29vsP8RxlvXx5jFADOcD/zK+MEA2E4HORyQ9QFxcZSf0yFFAfzX1f07YLkBUavO1tvBAQKuSatoZkkRAtDh94cdiR0Bq2uV54pFXQBxBBzRHElNAPmpwKcCxVEB00OkRGBsUQC0TDtxCt0VAZ5h6V6SyN0ARlxVay15NQMGC2eVRVFRA8mtsJztTN0Bd25pscHJIQO6oxIV5u0NAnmYxEgAASUCPSybStLdAQNeeWRzGFlJAnKg/hbX+QkCanWUeFlxJQM8XNuaBijlAYfzth7LFVECmph3ZNbo2QDCV+DyoQzdASqo9pTMDIkAo+51wDClFQOQLabxGXS9A7ckUmvpJQkBoSMQtf+HQP8U2FInH9EBA8JRl2h3PBkC7L+JuKSxXQKf+mcwNd0pA9LN2TSYNWECBHwgrO3JCQLw0ZGejH1ZA4fjnr1UuO0CEHLEqWEdWQN7J0KhLDT9ANOEpIojJ4D8FcDq8KOUiQBewHui8YFFAuuIDylQ7RkDax5G1O5E2QGy/QaoPaB5A7AURY/hSVkBC1jmmw8dUQFhevvJqvEdA8F+mXhNZUUCufjF8OxtRQDQYIt1coFdASyW9csm/VEDQpu2qUnZSQK055NB5B1RA4sGzolJkVEDI8Dw9nHUaQDkEGYQ9f0ZAljZIH+V0OUCHSvjJvtBSQN8b0pxSfVJAYHoZLOWLEkAMyrbs36RAQDOBNVng0FFATOeBu5sqHEDW8DGmELbyP+vRA0rD/kpAhaJVNou0SUB74+5ohqxRQIOGHSFylSpAHDaIubWnTEAKlRVDXFVWQE1z6mcE4FhAah219ffOSUAygCDqDu1TQGAQOE56eAtA0ySAlJbBVEB5aiORT+FRQD8sub4evDBAnavwY+D5UkAJEIOBSQNFQKNMWMdwTUNAKs/JCmfwWEAoJZjRFoFKQCA7sIJuZPc/qQSf9BCiS0B2RryVADZMQG7Xr+oHkvc/LNal1Nf6OEDkIrUtdvf2P1cskZGvJU9AFM0/FPfJVUCBJjnvtJ1WQKHgsuFoeE1ADBLM7Xr/UEBOGp0bDexTQLFvmzwyC1FAaXzRZtOrVEDSZL0Nw2NVQCaKmNk6RzVAgJ9cP+FCpj8vd1xZoh9QQKz4BmdXwi5Af+jdWJqWEkA7LjXJjWFVQCgdrbiTJlFATHRN1N9KBkAGRlqUIKtAQGZeYtAAX1RA7Uf2DEZ3KUBq7BkaPl5OQF6UKtT9PTBAb9+gIEI6U0DKv5Bqpa9NQGMKf40zGURAKfojZCGYUEDWEIKnYrhUQMWH8CKJpS9AfBLAUQk0RkAMldEjLshVQMjexeiOsFJA7FPMhDraPkBkL33Ml8VSQCx7K2KOlhZA6wzKN3BdPUD3+0uaFa1OQJU6h+5yQk5AhTCBIV0cUEBXYWajgB1RQOLu7VLxiEZAVEVEzUC0OEBT3jm95CNWQBM5tilspVBATOXAedq2Q0DhCHyJJwJBQMm9iFeyNkxABQgEkKRnTkC9JtsRfw1UQCAFIu2cG8g/MdoeRXHlQUCar1nVjpNXQGgAjebzH1JAmy/NlUjtVUCnd6yGDfYjQPk7J8mdPEtAUxq9giS0UEDut+CK/uQ9QKaCaRGQTzJAPVEEQZXRK0Cw3oifCYP2P4OPKs9MGzRAR88ELcR0TECh5tS8Zf9HQN9E1deF7lRAHMYrk1IUNEBLkPEBvfhQQD5p9RHLR0FAMkdqGvsBVUCaGuqXNr9JQO39cG0AcCZA31vrb0YmTECot29NTEhOQDy7BaG3OSpAqjm8U0DTOkAno1ksei9TQNVOZcfVHEVAJlOoyqgqFUAfcoWyKcovQMm+RtMHyFZAzr98xs7LK0DiMCnPhphYQD5zF3V8jjNAH8LUWjHATEDNtY71UOZVQOa4GSmDdzxAA7ANQNp7VkCO8MIbGpRXQMeVjyDqE0hAFmIcOQIMR0CTQ+UsiTlBQCYyaSM2eUJAfe7Eg/9uUUAFMe2tQvBRQPAt96fOGDRA2nmJSAD7IkC7NrKDzSZSQK4SD9kaTU9AxYnxH8LNRkCIOW6aRyxSQOpyMibcMU1AVX3jdVOEV0CBT+cDRw02QPyp5Aftck9AkH2EaI4TRUA0sKOMAllYQGv1seLiuVdAq0/09BLSNkABhp15Da5UQKqrlxzLIjVA6fTb8g48LEDsv1CUJ5gtQBW+rKUsylBAsEr7HdVZRUB2A5pd4tNKQKLTkSLM/hZA504tgSkCREDifHZK2P1XQHBJC+NK0lRAH/yR09NrQ0BWNHJlRvtRQDah+ViTh0hAsNs4hyoyIUDRUIM1hnhSQNPth6UEC1NA2CqFPoHhVEAyAv1F/NRXQASXSSzGXlRAVcZJYmDQNkCgcww/XMOyP0lC0kbLCD5AXHV7hH/FTkDoUbHyGd1VQLy7hCBVFkhAzFF7m9+qPUBU+7MAL6tJQG6hRZa9VzlAiH/G/FjwREDTxWyXrJ1TQKlNZw7gFDdAPJpezezLLEB+cSWvycZFQCOKYnwbcFdAzIMru97RLUDvkWsHbxZXQB+772q1OlZAQy9YQnf4HkAOPiLpoXEtQMzLcQyGOlZA0pP88UvaHUCQIC9NCehGQPsnJ3C3tytAUZzx04Q2M0Bt1cCxJOBEQMKT66UsATFAHnbX07RyTEDNqMwvX789QOM8HiJsiVhATqi99BjvNkBAt5Z/YGQ8QMeNIQ6pHjNACiqoySYNB0D7s4DswGBOQCWTZlSwyldA6UHe2MrRT0Bwhwml8MdUQF6UN9UHKVRA4lgIgkvxPEBQJ1MjoNtLQOy40R/OJ0tAPHVYNk9NVEDs/0Z3DVNHQCtHVBLslEZAYqNfCtC4UkAZYw5kSp8TQGk/CYDCWUFA1GpckiH6NEAkC+03HyQsQNm9qydMnDRAD6vKqro5NkB1S50+6yI/QDdOIkH4bTFACRBdjYC9I0CVVThIGPBGQCXAB6Id+1ZAhN4YzU9hUEA3sHp3LFclQGdIy2gQpFhAbXJQHmbJV0A6oVUxfaRUQHHCqmX9aUJAbsY6tJeoP0Daghnl4LFAQCw8hVvBH1NAg8u3v0n7U0Cy8NmVY8gUQLZiDbwdgyFAjQwiNXh8SECIq57i3MxSQJY5ceEhJklArPwZzTzsR0CxrAV/RHVTQHj+05yXoQZAQ34mzvCNWEDwuW8bRLtHQFIQPh25llBAXTECIiA/UEBvciMGMddXQEgcKcNjulhAn2OlMM9jUUClf9TrVFoxQExOtIFmMFZACbXE9ScdRUDEnzDEl2EwQHud9x7/TVBAjo6AxX2pU0BFZg2sRTgoQDGInXBP1ShAwdYidwFEKkC8T71o2ZhWQFMwN2qIWFFAmr7uGjzlI0CReQsgweRUQEPFlI+FB1VADZ+0C7vBR0DXehRUSylFQOYIvb8Y7iJAUsQVXsbtVEB30TRSw11UQPjlPNVQmDpA+uBCsumDU0ANqbDqYTpDQBlr7pt0EzJAyPrtGvd/JkCacrvl8SdHQKSTYdu6GjNAKAcaD/Z5QUD1psrc9pdBQHPEs/OA5FdAB0e/MEaZT0Da6E3+hMJVQPP+6YNzmE5APwe7TnYHMUAv+lrwq3o1QKQRe7cgpU5AXxtkJc9DUkBlzZI4UrxHQNp4tJ4gRFBA2EaNbDP0P0BUCK4sB1kiQIMg5Wentj5ACO0q2yYRPkAjwh3PIztFQO+Di5Xu+k9AXCFJA1a4R0BRF++G5ztWQN64h/YK2kpAzqgkOIlAWEDyzt79V2I4QLr+ZK7tFUJAkGIdCinRU0BBbzyYz9IjQHvbCJ1rb01AMNH3Ab+s9j+SeO+heY9WQBtmW6sr20BA3VgiFj/6TkCGpni2T/dQQIOrKw3+FklAMfVZrXGpSECIcENvQIY1QI5c16cbHlZAAfl8zCA5VkCRckibEVdOQJKIRaTgNyJA8ryHlMvwTkBxTK4D1rpYQNiNGHFagiFAYM4ia2njKEB6xdvn1REFQLRuWDY5CFFAiMak0rB4PkD0znMRyStOQDycUtvGzVZAlFzUMzUVRkCyycOxphw7QBolaBIQvlFAoHUJSllP1j+4utTOXco+QNO92z6mPD9Aa/YU8r/1R0B3nGvwA181QArcvMXoEFBApLwkRcjeMUDNRuujWPpEQD42Q8F0gEhAEyLa1MhUVUCfJ5qjaFdGQFZxymPAIRFAAoJK1zo9RkDQ/lwJPEBYQEzeWGNnXjNADpvS2dc7UUD4uzb0qYZQQFC+b5cWcj5AkWgfb95RVEBuz68up71DQGHYCmwkjkhA40TnypqAVkAPh68AdW1JQNOgD050nD1AOKn3k13WKEDo+5mkiJpRQGCYsXagmlRAMsCaPf7/IkCsazac7yNDQA4WlQoOHUBAMDyQZ0UtTEC81N/kx9k6QFaECHcsH0hAcTziM4z2JEC+b1ei2r5DQFTFiGYOSRVAqanFI8gKU0CTyIUjni9VQMbQ6dhD10lAR6ItgFgYL0DuN3dm9mBSQHrpZIpMy0VAgatoIlXOVUD+O2qVvYxEQL9nRNXuxEdA5ReokHDoTkBC+UvugNNJQFiWe8Lf9hVAlR6ISK0ARUAtZ2Z/k5dWQEzdJGDeZjJAhY9G9RqVUkB/jUmW9VpVQN+i0KGttFVAaZYu4uzEUUBO6f+qWK05QKFBUUvWQzpAoI9vMi5fQ0Bq9egx8hxOQKSIa+4hNjhAN4mwOay0WEC5jymRhqFYQO+2Thog7TJA6vs05H6uUkCxoGYI3FtNQG0ZWx8ZjUlA2IqPAbo+LECuxfMQ5yNSQLLkqAYVKkJAen5sxvJVMUCp9KCy9Jw2QGhpIa/+K0RAbFWMTF4hJkBGQB5hSCYDQK2PfpUUEklAyyBOIZwMGkCoiXcRWqRBQHGJWeH4pUxALqv9nfP5UkBqk2V/x9RSQBx8RV+ZbeE/rnPqf0vKUkDWABCWMIlEQJhg5nQxGixAayzA5IWwUUCRYy3C315FQGNPg4R+ETRAZUfE6KlvWEAMHmWd3MZRQK9yDPDae1VAyBH55PYAUUD6be31rPdBQNr7mQEO00RAO0KxN2Y/UUB1iNHo62NPQBzZM9ufKlRAHqCwXozsKUDlhaRpRbdUQKphFOltzU9AQdrh9nZnTkDS3piFwMhWQLCWtqY01U1A1rjB1pz9HEBfqWpvhLpTQPTmLHO2EUZAbYN8DrLTR0DH9tG8tvskQPwrQ/Uo7j1AdIzpNc75MEAA4TvIjgVIQK87A3bvLlNAxHa0a7CZQUAq6ulJHp5UQMb5g4CN51BAvppDyAC7K0DEHDqPsY9WQNQ7VvFzujxAIMGxpGPTVUAk4U6dzvgiQA2hU4TThy1ARW7PbxW1VkAIKqEMg8McQNSemYU4a0tA4hlozIHvOkDw/eNGVoY3QLMbnnvrAFFAPbNGKYpvUkBo1i/NaIRYQDvQ11hXF1dAt6bPerNqP0AoU1zbw/tQQEjLEqnoZFRATd6i3IypL0BFAbkdpatEQPVdaSiO2VRAcp2ew880OUBrmbm/8h5QQCFC1+O1CU9A1g+jCJO8OkARiOxoy4pWQLuzH9GvF0RAHMdcgdfoTEBUKzWc9IRLQO4VXpY1sRtAE+KJ3UA5UUC9kqmKjMhFQEDTI6owEhNA0sp9t2rrV0DhL84KpsBJQGDlfwP8pDVA8Qj2z6tWOEB+1lh7MQ1NQHOtu0eWQExACB0YHR0BUECAuVapHaFDQG6pWtqYFzFAhaFdnlqDV0BZaETb2VZYQCQnArd0ZUBAtoZBZ2/LUkCW+9TfcxBCQO6cg0mZ6lFAtV8e0fqQUkDddZMX/q1UQFP6QlafWj5AcgdXWSroQEDmWubOIZJVQP0aLmkR0jdAEQWMssI/UkC22RN+2S4pQHXVFiKhtlJA9v9Q0umrVEC9Hbk9oTA5QK6ESd6Q8URAubYZmtSRRUD32x9Mpl5WQDKYyjtdI0xATBLQh6y/SkB5zhH5guojQFurslFtIFdAJXN4oYUsUEDxZgTJb/1IQOt4o9fERFZAC1UPJfPSOkBpZlLOe3IHQEQGN0DldyJAlOI1n3zaUEDsa440rTVEQDW2LABsB0hAFDbeMVnOQEChdCGMpcBRQJMfONE+/zpA4069GCHaCkBlqNaXreE2QCWhECVaJ1FAc1Zw/83XKkCPIahN6VhSQKOivnD+4FJAsIojCjm7VkByUrCbEG0jQFAtv2E2OFdA3ulZC/t9REB4xizIjrJQQKB85RV84S1Aeb/+vtGRIEAAW80KRcIAQFTjzbGLDVJAqlF7U/wZU0AyAjI+VstGQERVSN3E3CNAgtpORQHrQECgFU5bCrgaQEBUSPmKbFFAiGr8xNQ5/z8mSEewkr48QGm6QHrKZzlATJYN9/V0LUAXR1eaX6NUQL3WgsgyZDpAUOkH4Izk7D9bAg16qJdQQCaYkO9DAlFAPKdXJRkvPkBmwK3MthIiQDlsCSRFNVZArOa/9RcEIEA+L2HrFeIrQLS+ineDNUBAR0rGi7qsMUBIFT1yxbtYQMybUYe6FBNAaDSNYWVvMEDPuSzEiLBSQH83bAvEoE9AXl2tCBCFT0ClDuv7QaZQQOcqc3bpaUFA5tE2OBAAQEACOB3iYlBPQAWrrECofVdA98XTGTnAREDdDLEZlbZGQLTEOEgW9eg//2P3FwqHVkD84mjWpsInQD9ZrTARek9A4HDM3KjUO0AMBIQVn3BVQFL7jP7/u1VAAFtU3pNXSkBSSnO1JZZJQDiE22GhKSZAz3bgBPGIOEC2kMzUY6kjQKH/uhtUlStAy03F9GqPRUBeLjX4q8tYQFwFpvRcITJAsgNE2e5dUUD2nLrXbsdEQBDkMHENJCJASTFbRUYJVkDPJKL8EBNCQIQQsWzHSFhA1MKu3/uhN0AzRcLronozQD4ida+tLldAHO0Sx+plUUBju3wRed0qQOoxQEHC5ixAxgx0gumPT0DDzQvjcElWQFq73csR5FRA2cSLdT5SUEDbPlzXe2VXQH2FWeQ+yU1A5LFw6gD/NUC4bmxY14pMQDpZwdL35FhA33rQ2FDJI0DtURwDBTFSQMw4MDojLFZAynd6599BUEACSFXsW3wzQBJ17zc24TBAQtT+/RelT0Aho/xgnz1EQPcjaNtcSiJAgT/QLYFTV0CNgQPt0BpQQDdbcIRXzEVAt7veVvqwTEA0GvrN7o1WQLSH448QM/c/UEwCKSM6HEDSReO0Yq1TQOwmbTt0X1FAsDCRKF07VkDJYDLzELxHQNo48Ezz9TRApHkuU1OdQECNDj6IveFVQEi621b+LTRAFrWtXCTmO0DI8PdxYK5XQAjPzHhXakRAc2dHMOo3RUDSxEASahAtQIg4HdU+akBAESYuO9D8N0CFaqruTXVDQE2vMhkhzFZAEmZFUFPgNEAn4qO2h6wwQJTbZkMjRFZAtUAn2WEeL0APW48rpslTQOQxtMghf0pA1Vp6cuG3Q0CKlV2koPZKQFhQ0aMtYk1AMAI+uOU7R0CZumS/HT1WQM5IgQw/cklAIiZSkICEG0CByrYyIw4+QHsibP7PIkpA1juk3QZjUUAgRj2PGXABQLW4NM5Ug1NApQmh4d6dQEB3AmsdGMNEQEuNrOAKd05Alk3wBggAVUDGIEwf6pE6QO1aDXqDYTBA/JcNx/QvKkDBcWokkcNBQAo9Icgx+jhALVOSfX+UVUBSQ6quOlZVQEzng0hh0RtAZNyaeD5wMkAiRcaLQglWQIzxpkBnQk1A2hQlCTQdOkDUkMiKLrpJQJLZ/ksdb0lAoAIcBZ1jTUDfJM1QplBGQJrU8YBvEVZARVukP9OuVEAws8tEcsxDQIjOrLzMQ0xAHmq9VoCcUUBtUwTb39A3QM5Ao2+wjElAutnnlL39K0AkmgkqGL4rQGUchhhnfktANhZZWPH2REAPG6An+IJRQDs7CCP6nw5AKR3QiacYV0A7G3PBZE1WQHY+QGuC+UBAyhvQDZDxGUAv/S0Gzc5QQCjq4/KXKktAlI6zrePZN0DxtqMuHQYzQIZ45NSIcydARS2+jGF6WEABmRSwLudQQIbAaJXxaEZAMALl1iOpQEDayyiqjnFFQKEX4TDnnVhAeEFwim39SEBLipRuRPMmQBIIlh4p4UdAG7qjfx91WEALqH+CmohGQLRyikQPvlFA05uC6Mz4TUAgLdKXjb1QQN3VXpi3BUpAB8tDCIblNUBoLBYN6XciQGi5qhpQdFRAxBuExDOEV0D1F7t+nO5OQDwdSHolDzJAtP9fnLUyU0DSPHF/EsVNQBieVaqCGlJAZHXEQbYv4j8amougrwtTQOrfMB5EJEVAJCymssKQPkBeTktfrzxXQB/GGOmZF0NAfmt1/5xEEkAvTXd/oGxSQP9ngCtSuT1Aja7Y8xTqUkCMgB7JnKlTQDifNGk25j1A7cid3u38R0AfFe9biLJOQJ9l6E4+GlRARlkU0hTCU0CsAhO2Ws1JQJM0CXlHpVBABlwAIsgLQ0BTSaKO1AZSQFC5cN6jFuo/lni/5f3PU0Aro++K7PtYQGjNfCWZeSRAaN5Z1vNBUEBzkvcltchBQEPsWpj2D1FAmm4DzHzZQEBcIHBO8C1TQPOiYBeEVkNApAwQcNedUUDIWBzf9q7aPxp5rNDp1ElA8DwCxJdnHkBRoAHcJ/80QAZYvKZYDlZA8xOihJDYOUD5nSqpeA1FQBYbmrB8plJAfy1KDBLNP0CrRAKgFPFYQGc6IghW+kJAHrjFfpY2RUCkwh3eOQFVQAd9wzDiQjxALNNmgrPDOUAwdkkw2Z84QAntezg+p1hApIMzDkGCVkBiFlL81XE3QFW644KsE0xAbPhbLM50REB7y85rb5I0QNlxd7Nw/lZAzsc8dlYqU0CeNW3jqOBQQGQ0jJ9wNEhAHKflH45sSkAEBrgyqS1LQPzHBUN6E1NAqLEdtm+PPEAIp3SToggBQFZ2ZffwOlNAYv066mGqFEBmdv6PBdRIQIQR0f2H+FZADN12ZHmhU0CY/pUdok9MQJOZzQDTqEVA4KJevvaPMkCWl2Ic61VLQNWiRdeOi0pAPgXrUWMXVECwBNXjT5RVQBlAbLszs0RA5c+b17ckVUC8aLGz1B5PQJxR1kUQMFRAg7PvWWFHOUDK2CsQmoIgQGtV9SPGsCdA26oyLOrkTUDA/s4sk54YQArpgtPbpU9AUPrYAE1ZVUCy4Dx/Cb0jQDeSS62/TE5A1NZLnqc2VUBJDMeJCy1DQMNOLk4i6DtAXPVhBdufR0COIT1kaSBYQJGhHIm6I0pA9bubuDLTNEBv5aZxhIcwQHY6v8uoolJAB7iVVc4OVEBKtZA6wkpTQNaajr7EMFZACZRmL79HSkCYkJwbB2VVQBMEEy8i0D5AwDFkAlpxNEDivDy0ZURRQIyPAlgD+xJA7HpNyqkrMUAw/SSf8NhMQM6TyqsmnR1A4ohQscyhRkDeFnDj2ZpQQOzcHh4YZVBAq5+nNa/BTUCpBtmQirJDQD4YJ4EtzUVAWzRG2tv2SUBNa1hHkj9DQDKJlt+eHFdAU0+8DeSmTUAg7wz7Z94zQOG2EhDeQyhAWs2K/4LJWEA6RK0OdUwNQBZu6vHOYlVAlk+aBswLUEAmZqbrXPYxQNLfTX4p60tAMiQYKzS3UUBwJyBrJy0nQDL96Sbek0lAKszN8JzdVUBia16P0M4+QPdvWwQHXy9AALvbjXbDRUDZtM4CDeAhQIfi5ZqA9UZAJgUAAjnvVUDC1irdsTw4QKfL2iVfiEhAF+r54DYGSEB2G8m8bZJCQBJS6bpySUVASIOMOOgfREDR2BcoM7YdQFd78lg9TDVAJGXc1NFkQEBzPn5n4chRQPzvlqh0AUJA1evnhv4PVUAWMhvglXo7QJt4Nib4fUpARweSoFffU0C4IdpKtPNUQAEJIwxy1CxAwqxhdWKzH0A7WvoLtplDQE7kCKS4VTxAyg1g7Ms2VUA6sJBQc/hUQEqXScVCKlZAmoOVqEalV0ClnVlq3wA4QE+tv5PPy1ZA5xbV3oP8UUAfxAr1pHtRQBr7ds8rEENAQD12Q7O2V0CD8EkbQds2QFetgH9Bs1VAe74Lud26N0BtBUY3RBtJQKysfIaxk01A0Xo7BauKWEATDJZj9to4QI5QvRjNjlhA8VpzVCVURkDbZsX4EVdEQOH4Xf/haldAvbRve2pKSUDgmNQ9i/ghQAkbwTcSThRAMAZd0Aj8REDxkgKs6Nc3QCwrD+oB6xRAh7+YVcKhMEAsJ4AooidWQFhrCVGEEU5AWWUKE7frQkDCFS1reIIfQL3y2c7yU1FAJVVcWKKtEkDl6rKKCwVKQJr+Ef/rgFBAfKnfqEtaHEBP24DBQvlFQEXh5nGZk0FAbz07DZmqR0DUpoa5FOFTQNvzfoYTSSFAgPKSnd8FIkCmS5STg787QERAvsvVpFBA+2S75ATHL0CpKfzBswJYQEDYnNqLdURAWidA9uK++T+18L2H2ZFIQGKkIN3EwyhA9SBCIHKuUUBS0XQi7bNAQAhCrb61xkZAhBi8xRw6QUB/XvfC8ME+QN/ZvYe1c0tAlhyFKrpGMEB0lgTD0ZU2QF77cISwaUNAJCDWWYEvSEAqiL50qN5AQKZpT34hHkJAuknLOGmvV0Dp9m2sg9M6QLZJavFspFVAz/x5K62xMEBQOowfRKkhQMKAXaQTHx9AHCcjgqhxJEDX99SA135MQALfh0UsS1hAMlG9P2pPVUBh+4HJTp9WQPbWjnu88TRA3fNIdIdvRkAz/8aOol85QFmo9TS1UEVAv9ppmKEmUkBZBB+358NVQDr4lyaCeU9AbBOsWqnFUkDpaxRRVoFMQNL/sZA2uFhA/jNF7hCMREAQA7CNlm9PQLgbh1moxx5A/Ga0LIbgUkDa655FcfBJQNA/thu5dlZA8KGzShbtNUC9wUHbViNQQKt6VqMINFVA+0M9zAURVEAK0Em1s3EAQKzuJQUfXeg/fgNA6cx5OkAd6/RveRQ9QMJ1ETYHSzhAzPhjXySoV0Ag1Ye74bhXQO5b5vhi8kdA4eSvoVh2RUA+QLYYYW4SQAqSWZL9XkhA82Eq2gf5V0CPZfKlhkQyQKpncmPLL1hA58FCJjNdTUA2p09LqqYDQJ3ykoq3O0NAwG2Q/s9ZJUD7BVRdLYw6QOqHi3TihBxATXyhaELbTkAi7sZ2vXBYQF0YlnArhFhAjN4fXwn8JUAG5vCgjpsgQD2bA25aqVNAD6MsAgbQQUDFXtM0ixNWQChrTQMfFURArX6UaZAoPkAqLrZpd5FYQDmz6uKxqlJAFEQU+IvqOkAh76Wehu5NQEe9lqBtG1VAJUvfNK8eRUDOOO35/n87QGv1RIsbozxAMqlTNCYSV0Dkt7xg5KE7QCikq5KTy1ZAmys4ly2AQUBqbFrZqcpPQLdPC3smAUZACDXa3qtAR0BdKDTgaRZMQJ3MPkREAztALIBp4gl/S0DAGboLKdwwQDyaglzTeEFAL+CB8LYsUkBc/f67TTZYQJeUih8AllNANNi2UhMfWECWk/2PsEI2QCcMXQtKnEJAVQFH5LkTVECNlg63mMAsQNHHJmTyV1hA8e+lHRuFVUAym67P2KhHQFcH3XFxIz5Agg04PXQyP0ApcHyX00AsQOENwtFOZ1FAngHJOOPgTECKSryU8d5QQEmHMXWsi1ZAw4KYRtBTN0AQhOEeaG0pQG8tg2SR5klAopB0kJxYP0AAjKQGbSxOQHR/LINJHUxAVHgO3/0YUUC+jLGgGScvQKSLX1/4xERABTTgQBJzEUAT5mVHU9ZCQOlwEeAsLFdAUDLa/s88TEANJ8sbiJ5RQIbaHCo2gTpAkS3hg7WSVUA/5bMbWgZUQFVuNfi0FhFA6EbybQUhNED2gvvMQik5QKyEzjTuqlZACpF7v9IcRkB37dw3tEhXQNSB70HTcD9AmW0wbdCDQUDChhduxWgzQEQyeBUPGElA11uHuDfjQ0BMZLUPvcYzQMjQ0xKkv1hAg6vfLQgYOUD/3yRZKjhGQNq5d+AikTRAHsiG0ZOKQUDoYnfUJA1FQGrY8hQQFVRAZ9mNZCIsVkBt8QP89mJIQCnMWiPTKVFA5CNzYAI6LkBpMg6ZQJdLQMqQt4ahOQNAiMiDdnIOAUAw+KTXvswjQPxnTquuNyJADR2PL/eLWEAZ8FzWuT8mQFvLi7fKNFRAiBPDYq2rSkDkna22dNxKQBPd0lBfZFJAc+RPq2xzU0CVdW8k1d9VQLcelRl07VZA+Qr/oSlPS0BE3ZxfLG1JQI2kONNjehZAdUlLQVWLGkAAndsRCuM9QNPEpwSDHVhAYuNXdinrUEBCfv4THslVQCA92cjRkjJA+gwluSfsREDUfXHepZtLQE1CrACJHFdA8w5LDnm/UkB4UVHOkLpCQHPnhHhTw0NA9FYP3oRrSkCsQXHAVCL5P5r5NfWlKT5AucuWLhD2RkCAf75VbjY9QKh/d2a0mVhA1BZWP92fE0AGcoeWoS5EQHMjbaOPJ1hAnR7ENTWYSECcVQmrwVkUQD2h/QWZ5AhAmpFkTVUVTkBfmg0elnFRQN+/nXmuuUVAEeC0f+bFCUCD7uKB18pGQMnvjZ3E1VBAyMnAEN9oVUAE44UlLFTwP0QywTOmtFZAx/NmeqnNVEDQ37zeDhBYQKImUu7X5UhAXHE+n/awUEAWDKkgxBo+QElOE085SDRAlRElmx7KQEATNEIIbJkpQHUPlMTmSFVAQgBh+AqoVECtu1Jgr1g2QNqcuiyKWFJAc/EExSAjR0D1+ALpGFlSQORasv3K0kVAdZ3+0yPLVUB2GpDCgclDQH0hoWG9F0VAvevnlKakM0BP3Bbi2WpGQK6M4DGuyVFARUJB36qHQkAJsMgP1hA1QDigcJ4Z/hJA6WGEXFVuWEDNOWua+UcwQAB1gz2gFTpAN/PcWR/SUUDcws9utuhIQMyeRhN2WeY/DJtxtXwWLkBRmy+RqzFTQPI/mhdCezxAGySfmIAcVEBRNk8WwDhDQBTA21J3GkxA4gie7X7YEEAOXjlZjPVVQN+i3q+1+lNA3ThrlQVeQkCZVvVVpj5RQP0JiE8YJ1RARyduWv+ITECGEXGSG6M/QKpI49MDyT1AohNBVRQJTEA76zbKA7FAQBWDLaMJuU5AXAbGWCmE/D+UzBu3rodDQC6Nx91nTR5AU1j3nPgaSUDVjWM3i+JTQBHAi785YVdAMzqnP5nCUEAbnLCuKkFKQOYW8onUckdAAweKhYiGJ0BzL+gHin9TQDxr+qVZrThAYPiU+LdrQkCFTM1SkExTQM//qbfrMldAUt5zKbskQEBIqSNUb5w1QEo0JrcTVklAuItVFp3XUEACi+hC7kJVQDWmAhfNAjVAhED2I0AGWECaXdd6gbFXQDRJXpRU3VNAGgEhRk0GVUB6Hsw4EfomQKOAWtAKnUxAn5IWDEF7MUAV68GW6PchQK7QVcxLu0tAXFjxm7sNUEBcMmo/cWtLQONfixHrwENAs+OSIBfLMUCQjb5ifFtQQMjbu6L8aFhAW66tOSPMUkDrAp8ePhhMQAkGkQkp9U5Ax6HBaN4jS0BnJf2uLqFSQKDcQL+Nc0NAFH/5mbsnRkAkzuez38RWQIvtsSriow9AGmCo+AbVUkDTyT54hB9KQBw0QW+WS1FAet2WKDc38T9jFkQ/rrlTQPIQsrEe8SZArE8hWno1UUDf1cpWVl5WQErRt8/N7CtAQEIXldEaQkBAiS+NaJxKQCBz+yyR5idAmrYcZvM2QUCmcHb9wYI9QJzoaUHA1FJABcNnIEtDSEAwebBR+trFPwBY1csPrDdA8x7v9PI6VUBgD5yn6e1LQFx1JI+XU0ZAcUG61XcDTkDIv4r4knhWQLdMiX2w7kVALkodmujHKkBCAH92PzpUQPig1/lyM1FAEtLSGUhDQkDnFItaKn8+QBWMtvB5uEdANPRcVoNEUkDutwRgP99AQNpvWLzWo/I/bOneGAw4SEBwJBN0zfZRQF+vb454zSxAOtheQZxbTUDwZVqDgPlCQKm57MTUfkRAsaP/rqAhF0CYm190J4wQQPiplaDrUEdAFi6hicAIWECnswMHCilHQDHURmDzKzBAc/WVzdf1VEBYoqSjGrdSQGN0qeXL61ZApRlWiM5JSUBX7i4x+Q8VQLb1Nzk7d1BAcAGL+srLV0AcZyGMqnwUQMWstCAclztAMYVy/A4cVUCyr3w2eENGQBnWWD4wNTRAP0R69cX6P0CubBKtavdOQLKW9KYRcVNAb46owO8eHEDOOyCzSBNVQE/1b4igu1FAOpq2EcN6SEA0PVYVc7VFQDPDs59WEFNA60iBFDgMSUAwK9sXhz1NQExqTn5ek1NA3nf7t8SJVEASJRz82sIzQNjr8U+MDE1Apk0jKv7FSkB20VKyHu5VQGD5LoOt+0tARS5eqP2RVUAZP4cd9WhQQDSZOnmk5hZAK4Vj1L4FQUBvh0ZDDixMQCauEuZFFFVAeRrrJHm7UUCDICAV1EhKQNq1l65Y+EJABfB2oDVqUEBfjksVnO1QQPVK6Ww1i0FAaRNl5ObOM0DbexC2DwVNQN1dfi2qJUJAprJee8BCTUB8Gj4/1GIsQFvme0/jVkVABMT36NgA/j9+DM10aOVRQNU9zkEV8UlAd/51jtqTNkCwlUrOCyY3QDduUKU8Y09AxbolZOBHPkDaf870rh5PQN6gzi9PD1RAUfIUNcw9NkCFUL6Ive1TQO236ldqoURAlmm/XYWAUkBsFx/OR7ZWQFMeq7acay5APcUgjz/vQEA0XCyaj6FYQNLtRatNaxtAAo2MO6kAR0BaOWBAMflOQLhZF0iM+1dAT3uQ4nx2WEDTnbf9kwFQQDyWq+409D1APruLY51MU0ABJ4oYpDtSQAPQaiRHexxAbdsZsopsVUCJNnrktQkjQMsU7DMpn1JA+0mXajx5QEDR4B9hn69GQImguDXOpFZAv7T4CkoXSEC03W99X5pMQJb5LpBsvBFAWw46MP4MVUBiBa7i3oRAQMDrB1z+/cs/xe+HEjy9REAm4nb9zKJYQCsTmXW000lAAmJQGho2WEAT0NpP7ftUQKlK4AQz2k9AHm57teP4AEBv2JbL4clOQBog9W4MMhdAu/lyufMhSEB+9S5z21pPQC3iW9zd1FNAM3STsxl1L0Cp1bwJgW5CQFxRDszf5VJAaQBAKGXdOUC9HxMFQQdTQFjN8aIYZFVAyaGI0vlfQkBoGN9i9YRAQI+gc2bk/DVAyKHQmjyU3T9YJDbiM61TQGPyUkNid1VARVPRbNnUREA8Zg9wc+NYQKiArkFE8E5AdgiRc9gmSUDe1T5S3IYzQPlT/9qWaU1AGyssjYUNR0CswamTXz4xQPt9BFPq51ZAmvdFGKy+UEA5p3bgjK9VQNlfInWmuVVAaRDidwoVSEBzmRVFiU9QQGwsPBC4vkRAwNxWwTePqj/qX/wdrPhDQFLdFhO4zUZAQxlnpdSLGECgUFq+/ytNQJE5yGOvIFFAgetDUHk+OED2zqF0VqNQQEg70hN3wVZAMRIIBcAKM0DAuz5c6ucZQEzxyTifvU5AFWzuGNOvREALz5yQtUJUQHFCD5WeU09AiLm3DSYCVEDOswRS/e8dQLdzVLx6SC5Aus1e+K8wEEAQSqKzzQZVQOoTkXWewT1AFd9jO5Q0M0A2kJjxp6ZJQC8xqu1l4QVADanmOTOvSEDsURjobPUDQAF03NN5FlRAXVxEDdzcU0DcY2UK26lBQLZJbuqqWkJArMCSm9LzLEBLsEcLoN5BQJvNpOsBMlNA9BRw8Oz3UkCN8nkjJC5JQOCTxGOyLFRArwgkmCVXTUBcm3CEhR1LQCYx6LbUyktAf4jib2ziJEDVTRgEBV1YQIWGscMfv1RAMzeLX5Y4TkCGLUOZP/VTQNLXz8dh7VRAxLhofFfAS0Ad26YUcg9GQHtN/xWQAlRAPgKNllViS0D2iQhUJOhWQNgcHxTaSFBAaHWxMbefPkBIr2zOddZFQNYkza6MGkVAHt8SS6ZaEEBaEkeswMRBQCL+D0Z/FkVAjPHkjIgXRUCcyPRB15tRQOVG3yMve1NAI7bIjrJDTEBx9V1Rir5NQBEKzG3cRgRA2Lmd7ekDT0AwoxtpmiZXQGvHlC5HIlhAxKNNtph4DkCzK3AyUppWQGg5VsszBtI//x+LlCIgUEBczI+VaQ5AQLpCRxEfOx5Axx9IFpgIUEAy/1fDhfBHQLToyA72rVZAs6WnqYPtMkCefGjljLFUQKeMQZXJR1ZANJnEKVVfJkB63tLiqLJXQK2GdMHIH1hAuP41fB0eR0Bqhj0bxHk4QM9kIW/GV0pAzM4iCnzEF0BMX4NMiRhYQPFe1CdvFE1AE8v3PC1WRkCDEQm1km8EQA0VksGEgUdAXyIApdh1SUAqduxm73MHQD9WSjOqDypAuAKWiAw6LUBM0afvl9NIQHQYMpXdExBADgS8KwUvNUDxZrP1FQFXQPEt4I0EWylAgFFjmv3QTUAPEgKNQL1OQGA15ZSlb1dAKWSNQfYLTUBCiSOzMHdCQLAnV2j0zkhAFpY8GIbUWEBIwaquKoxUQGpM4AJJtUpASXXpz9e3VEA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"2037\"},\"selection_policy\":{\"id\":\"2038\"}},\"id\":\"1826\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1889\",\"type\":\"Selection\"}],\"root_ids\":[\"2144\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"28aef93b-9b99-4bc7-854d-5b6bed8b9f8d\",\"root_ids\":[\"2144\"],\"roots\":{\"2144\":\"c886870a-8134-43ab-9544-d65d9f7f7905\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2144"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "# 数据\n",
    "N= 4000\n",
    "x=np.random.random(size=N) *100 #随机点x坐标\n",
    "y= np.random.random(size=N)*100 #随机点y坐标\n",
    "radii= np.random.random(size=N)*1.5 #随机半径\n",
    "#工具条\n",
    "TOOLS=\"hover, crosshair,pan,wheel_zoom,box_zoom, reset, tap, save, box_select,poly_select, lasso_select\"\n",
    "# RGB颜色，画布1，绘图1\n",
    "colors2 = [\"#%02x%02x%02x\" %(int(r),int(g),150) for r,g in zip(50+2*x,30+2*y)]\n",
    "p1 = figure(width=300,height=300, tools=TOOLS)\n",
    "p1.scatter(x,y, radius=radii, fill_color=colors2,fill_alpha=0.6, line_color =None)\n",
    "# RGB颜色，画布2，绘图2\n",
    "colors2 =[ \"#%02x%02x%02x\"%(150,int(g),int(b) ) for g, b in zip(50+2*x,30+2*y)]\n",
    "p2 = figure(width=300,height=300,tools=TOOLS)\n",
    "p2.scatter(x,y, radius=radii,fill_color=colors2, fill_alpha=0.6, line_color=None)\n",
    "# 直接显示\n",
    "show(p1)\n",
    "show(p2)\n",
    "# 网格显示\n",
    "from bokeh.layouts import gridplot\n",
    "grid = gridplot([[p1,p2]])\n",
    "show(grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
